{"id":"W4391165047","doi":"10.5040/9798400662386.ch-001","title":"Introduction","year":2002,"lang":"en","type":"other","venue":"Healthcare policy","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001172868,0.0003780982,0.0004285578,0.001548797,0.00006183179,0.00002469166,0.0002218701,0.0005724711,0.02017726],"category_scores_gemma":[0.0001655798,0.0003959522,0.00009730972,0.000834398,0.00008079838,0.00003184185,0.00004944295,0.0004994998,0.1344073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007448788,"about_ca_system_score_gemma":0.0002941729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0572862,"about_ca_topic_score_gemma":0.003266627,"domain_scores_codex":[0.9978539,0.0002018851,0.0002746277,0.000605211,0.000373499,0.0006909079],"domain_scores_gemma":[0.9982774,0.000009223145,0.0003222149,0.001023389,0.00006017552,0.0003076094],"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":[0.000004004014,0.00002842664,0.00001817886,0.000306324,0.00001914648,0.000004823739,0.00008838532,3.108451e-7,0.000004326903,0.01191631,0.9742469,0.01336289],"study_design_scores_gemma":[0.0001560798,0.00003718035,0.00005410297,0.0001010471,0.00001026047,0.00004182319,0.000009303983,0.000004194585,0.000004661468,0.0002095036,0.9990755,0.0002963098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001445596,0.003995329,0.000004784286,0.0776985,0.001018891,0.0005382428,0.0006276697,0.002020657,0.9140945],"genre_scores_gemma":[0.0001341237,0.000852505,0.0003111176,0.001426811,0.06189916,0.00005460495,0.0002259181,0.003102919,0.9319928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.11423,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437957936161441,"score_gpt":0.3513266224186793,"score_spread":0.3169470430570649,"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."}}