{"id":"W4230902601","doi":"10.18733/cpi29490","title":"Contributor Bioggraphies","year":2019,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002965508,0.001275184,0.001080959,0.02172487,0.003779083,0.006229718,0.002232384,0.00218439,0.6366888],"category_scores_gemma":[0.05414296,0.0007164539,0.0007183936,0.02117923,0.0007594213,0.005452245,0.005178209,0.002839541,0.3812288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003403607,"about_ca_system_score_gemma":0.007931489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01458335,"about_ca_topic_score_gemma":0.01725532,"domain_scores_codex":[0.9966156,0.0005591642,0.0002954141,0.000609844,0.001681065,0.00023886],"domain_scores_gemma":[0.9696979,0.005701271,0.001496956,0.003532008,0.01739281,0.002178987],"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":[0.000007985337,0.000005901466,0.00008302459,0.0001098006,0.00000125944,0.00002049679,0.00006375012,0.00001548219,0.00003824327,0.0009280255,0.9856879,0.01303811],"study_design_scores_gemma":[0.000004492204,0.000002157184,0.0002084368,0.0001360245,0.000003115091,0.00003286643,0.00009073431,0.00005277723,0.00006092368,0.0007780923,0.9986252,0.000005205231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001422025,0.003184782,0.008653902,0.03250946,0.06507341,0.001425389,0.264255,0.007895404,0.6155806],"genre_scores_gemma":[0.01174318,0.004352739,0.01047628,0.005289224,0.01095861,0.002015636,0.1503416,0.006789406,0.7980332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3633112,"threshold_uncertainty_score":0.5182192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3979131981453936,"score_gpt":0.4386340601432202,"score_spread":0.0407208619978266,"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."}}