{"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.879498,0.0018308654,0.0072205937,0.013717225,0.00012973527,0.00053191406,0.00041960354,0.00011126953,0.09654075],"genre_scores_gemma":[0.9861059,0.0015458534,0.0048200605,0.0005088928,0.00005476918,0.00016134659,0.00044451718,0.000028323784,0.006330178],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99601376,0.0008868284,0.00017765415,0.00034152623,0.0012989097,0.0012813191],"domain_scores_gemma":[0.97644466,0.010419411,0.003062412,0.00074170966,0.0055463957,0.0037853445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0075372644,0.00041995346,0.00032218208,0.0024664444,0.0036731823,0.011760901,0.0011356539,0.0014523704,0.0075345365],"category_scores_gemma":[0.022288794,0.00030242105,0.00045085186,0.0025365911,0.0011863128,0.008647386,0.002622365,0.0021543119,0.0015051957],"study_design_candidate":"qualitative","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":[0.0007257253,0.0022711027,0.3708395,0.00090961915,0.00007439134,0.005324908,0.020180913,0.0038150642,0.0048397724,0.13886876,0.046082094,0.40606815],"study_design_scores_gemma":[0.00010805292,0.0012820538,0.36736488,0.0023025635,0.00013216042,0.002697729,0.2520824,0.048777416,0.00873346,0.050347056,0.2659178,0.00025442734],"about_ca_topic_score_codex":0.005814866,"about_ca_topic_score_gemma":0.008796778,"teacher_disagreement_score":0.011760901,"about_ca_system_score_codex":0.0052676788,"about_ca_system_score_gemma":0.0070070596,"threshold_uncertainty_score":0.03986132},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04493808,0.013091031,0.0491127,0.3919959,0.0033448278,0.00017198079,0.00018046246,0.00034409296,0.49682096],"genre_scores_gemma":[0.92838293,0.009949442,0.01355772,0.017306464,0.0019240088,0.00017483775,0.00014127878,0.0002862231,0.028277086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99130744,0.0038005963,0.00026523595,0.00073422043,0.00269274,0.0011998445],"domain_scores_gemma":[0.98950046,0.003268191,0.0006880451,0.0016867584,0.002486651,0.0023698346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009287789,0.0011280715,0.00073712715,0.0025437821,0.0068426016,0.028344132,0.0019189067,0.0063596126,0.010581272],"category_scores_gemma":[0.01774082,0.00043116312,0.0006106607,0.002576076,0.024679173,0.042637274,0.017878586,0.009146067,0.0025997977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006706089,0.00007466857,0.0010357933,0.0002314977,0.000033514956,0.00034678358,0.004122959,0.0006779725,0.000532798,0.88451207,0.02662538,0.08173949],"study_design_scores_gemma":[0.000017089229,0.000063986925,0.0008036386,0.00055120117,0.000024367111,0.000300183,0.011098968,0.0007651959,0.00047365233,0.7781401,0.20771897,0.000042606924],"about_ca_topic_score_codex":0.0020355666,"about_ca_topic_score_gemma":0.0027295295,"teacher_disagreement_score":0.028344132,"about_ca_system_score_codex":0.008759777,"about_ca_system_score_gemma":0.012520831,"threshold_uncertainty_score":0.06355697},"labels":[],"label_agreement":null}]}