{"id":"W6931625732","doi":"10.5281/zenodo.5504307","title":"MUCAD-CLF","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001626346,0.002841981,0.001962473,0.002569731,0.001008699,0.002927758,0.00572061,0.002694551,0.4025727],"category_scores_gemma":[0.004576157,0.001696835,0.002151555,0.00160012,0.0006781174,0.002886222,0.004109162,0.003071829,0.2637137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704935,"about_ca_system_score_gemma":0.001497989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006892894,"about_ca_topic_score_gemma":0.006708662,"domain_scores_codex":[0.9985141,0.0002368307,0.00008933566,0.0002472051,0.0006879247,0.0002245208],"domain_scores_gemma":[0.9986475,0.0003098376,0.00006896073,0.0004406755,0.0004101644,0.0001229666],"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":[0.0003214115,0.00008771213,0.0004692285,0.0007051387,0.0001172861,0.0001564181,0.0001201025,0.006435996,0.002819912,0.0240172,0.8472927,0.1174569],"study_design_scores_gemma":[0.0003174955,0.00004684312,0.0004669818,0.000117217,0.00003446901,0.0003227487,0.00003412935,0.04255456,0.009960981,0.01391688,0.9321129,0.0001147216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001847654,0.0004743272,0.3083433,0.0003244988,0.0005450359,0.0003797974,0.04894237,0.5673234,0.07181964],"genre_scores_gemma":[0.04351356,0.0006772694,0.2602722,0.0007545253,0.0002482588,0.001283698,0.1788599,0.3763582,0.1380324],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4025727,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04160518555231165,"score_gpt":0.2604730895436466,"score_spread":0.218867903991335,"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."}}