{"id":"W1774595983","doi":"10.14288/workplace.v0i27.186022","title":"CFP: iPopU Topdown 100 Innorenovations","year":2014,"lang":"en","type":"article","venue":"Open Collections","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002359576,0.0001233305,0.0001419329,0.0001994409,0.002539783,0.004350679,0.000340587,0.00005976826,0.002671971],"category_scores_gemma":[0.0001246012,0.000119848,0.00003328737,0.004294277,0.00003888537,0.001925936,0.0002157071,0.0001104498,0.0002006806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003295709,"about_ca_system_score_gemma":0.00004627967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01511053,"about_ca_topic_score_gemma":0.002515134,"domain_scores_codex":[0.9991822,0.000006357759,0.0002591625,0.0002267518,0.00012745,0.0001981055],"domain_scores_gemma":[0.999126,0.00002112843,0.0001485272,0.0002622739,0.0004348988,0.000007170551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009670082,0.00006159331,0.000207637,0.00001528861,0.00001312153,2.76101e-7,0.00000506975,0.0001317549,0.00009594442,0.1944442,0.8002086,0.004806852],"study_design_scores_gemma":[0.0003948376,0.00001041692,0.002929749,0.00001528496,0.00001970459,0.000001878618,0.00007964751,0.003176474,0.00002068724,0.03737714,0.9557906,0.0001836157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001701359,0.000004653436,0.007455051,0.003169456,0.0007838973,0.0003668735,0.000002548762,0.0001280746,0.9863881],"genre_scores_gemma":[0.6528289,0.00001069789,0.002856356,0.009971947,0.004157303,0.0004551269,0.0003252985,0.00007572601,0.3293186],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6570695,"threshold_uncertainty_score":0.9987588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817646434370124,"score_gpt":0.2426299801136819,"score_spread":0.2144535157699807,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}