{"meta":{"query_hash":"720cdf9a2350","filters":{"venue":"2022 Portland International Conference on Management of Engineering and Technology (PICMET)"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/720cdf9a2350","api":"https://metacan.xera.ac/api/v1/cohort?venue=2022+Portland+International+Conference+on+Management+of+Engineering+and+Technology+%28PICMET%29"},"results":[{"id":"W4295700925","doi":"10.23919/picmet53225.2022.9882869","title":"Identifying Commercialization Challenges for Entrepreneurial Firefighting Start-ups","year":2022,"lang":"en","type":"article","venue":"2022 Portland International Conference on Management of Engineering and Technology (PICMET)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley","funders":"University of the Fraser Valley","keywords":"Commercialization; Firefighting; Business; Wildfire suppression; Self reliance; Emerging technologies; Scale (ratio); Computer science; Marketing; Geography; Psychology","score_opus":0.03172329582317274,"score_gpt":0.2585357188557052,"score_spread":0.22681242303253246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295700925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76798415,0.0047871247,0.1498186,0.011923973,0.010249696,0.0031199965,0.00034164134,0.0051077744,0.046667017],"genre_scores_gemma":[0.99550825,0.0018259502,0.0018193846,0.000013157821,0.000034508066,0.00033977898,0.000099478704,0.000024497664,0.00033499647],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990604,0.000007983181,0.00027067264,0.00025728982,0.000211266,0.00019236817],"domain_scores_gemma":[0.9996464,0.0000220926,0.000080283404,0.00019008663,0.00004071201,0.000020410047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018470365,0.00016172779,0.0001853855,0.0006259151,0.00009833956,0.000022324826,0.00032321524,0.000065984,0.00013699947],"category_scores_gemma":[0.000009764628,0.00018768286,0.000039581933,0.00019385929,0.000027798533,0.00007559087,0.00026065198,0.00019499705,0.0000010731534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003220335,0.00008247319,0.000719866,0.00029675334,0.0005736098,0.000019810204,0.000094811214,0.010105008,0.0014932372,0.931196,0.000977282,0.05440897],"study_design_scores_gemma":[0.00663953,0.0012308017,0.006954087,0.00048309506,0.0004383218,0.00003084078,0.0068380046,0.62919533,0.0073784,0.05414364,0.28499785,0.0016700791],"about_ca_topic_score_codex":0.0000015143424,"about_ca_topic_score_gemma":0.00000197252,"teacher_disagreement_score":0.8770523,"about_ca_system_score_codex":0.000058308055,"about_ca_system_score_gemma":0.000004716429,"threshold_uncertainty_score":0.7653485},"labels":[],"label_agreement":null},{"id":"W4295769419","doi":"10.23919/picmet53225.2022.9882702","title":"Realizing Value from Digital Transformation: Benefits Management Re-imagined","year":2022,"lang":"en","type":"article","venue":"2022 Portland International Conference on Management of Engineering and Technology (PICMET)","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Digital transformation; Transformation (genetics); Computer science; Value (mathematics); World Wide Web","score_opus":0.01630368357766705,"score_gpt":0.21692621023662909,"score_spread":0.20062252665896205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295769419","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053068276,0.00017079253,0.0024313324,0.006391414,0.0011848292,0.00062807166,0.000083594685,0.0005135834,0.9355281],"genre_scores_gemma":[0.99667543,0.00013403276,0.00066152256,0.0002999271,0.00010595433,0.00014990626,0.0004676037,0.000025371863,0.0014802568],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984359,0.0000043710766,0.00045213234,0.0003874237,0.00049080286,0.0002293374],"domain_scores_gemma":[0.99937594,0.000011088761,0.00020748544,0.00026810938,0.00012425736,0.000013143513],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023419865,0.00023221617,0.00022480049,0.0012207818,0.00016567764,0.00017390087,0.0005075382,0.000046564357,0.0005899627],"category_scores_gemma":[0.000009405705,0.00025092642,0.00005512642,0.00078259467,0.00004031047,0.00039103907,0.00058962277,0.0002322482,0.000027420912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042210984,0.00010202542,0.00072061794,0.00012782056,0.00031001322,0.000033649194,0.0000257591,0.0010165878,0.00003881044,0.9737683,0.000754789,0.023059446],"study_design_scores_gemma":[0.006573374,0.0002496311,0.006342087,0.0006850858,0.00046723222,0.00001260384,0.018743437,0.2458502,0.0002510976,0.07827379,0.640819,0.0017324367],"about_ca_topic_score_codex":0.000018606343,"about_ca_topic_score_gemma":0.0000022562544,"teacher_disagreement_score":0.94360715,"about_ca_system_score_codex":0.00006409484,"about_ca_system_score_gemma":0.0000054807174,"threshold_uncertainty_score":0.9999943},"labels":[],"label_agreement":null}]}