{"id":"W4392419839","doi":"10.7202/1109095ar","title":"INTRODUCTION","year":2024,"lang":"en","type":"article","venue":"Lex Electronica","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001154048,0.0008694743,0.0004593961,0.002020271,0.001771518,0.005870916,0.001650159,0.002215963,0.7591871],"category_scores_gemma":[0.003867454,0.0002605086,0.000596729,0.00152978,0.0009214656,0.003199894,0.00291022,0.002058541,0.6724417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014389,"about_ca_system_score_gemma":0.002360832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322064,"about_ca_topic_score_gemma":0.003555422,"domain_scores_codex":[0.9989214,0.0001525045,0.00003647981,0.0002291603,0.0004977573,0.0001627485],"domain_scores_gemma":[0.9983802,0.0002113119,0.00006187117,0.0002193393,0.0007275779,0.0003997388],"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":[0.00003279155,0.00003680284,0.00019001,0.0001221032,0.000002037464,0.00003987884,0.00009738925,0.00003885584,0.0002317052,0.02512759,0.8911682,0.08291258],"study_design_scores_gemma":[0.000002570037,0.000005543392,0.0001572846,0.0000640455,9.772685e-7,0.00002438137,0.00006201379,0.000013142,0.00007533619,0.001964151,0.9976277,0.000002903974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005645761,0.0008729785,0.001685588,0.007570831,0.007840568,0.00009967801,0.003421762,0.0008037462,0.9771402],"genre_scores_gemma":[0.002378061,0.0005873324,0.0006558162,0.002279579,0.001143301,0.00007636818,0.001876553,0.0002687522,0.9907343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2408129,"threshold_uncertainty_score":0.3434904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004681624889550371,"score_gpt":0.2487026875347692,"score_spread":0.2440210626452188,"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."}}