{"id":"W3021797540","doi":"","title":"INTRODUCTION TO DR RUTH CARDOSO, GUEST SPEAKER","year":2002,"lang":"en","type":"article","venue":"17th World Petroleum Congress","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Art; History","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005214961,0.0002779363,0.0004999508,0.0004324118,0.0001628384,0.00004355124,0.0002100378,0.0001000751,0.01058744],"category_scores_gemma":[0.00109927,0.0002637021,0.0001316721,0.0005120062,0.0001913292,0.0002322551,0.00007226678,0.0007370487,0.007905092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003464005,"about_ca_system_score_gemma":0.00004906298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007514913,"about_ca_topic_score_gemma":0.0001505344,"domain_scores_codex":[0.9973721,0.0001435086,0.0004342998,0.0006405403,0.000872548,0.0005370286],"domain_scores_gemma":[0.9979457,0.0001569608,0.0001411173,0.0008496365,0.0001755198,0.0007310254],"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":[0.0002174993,0.0002683231,0.002281467,0.0000597871,0.0000900122,0.0002803862,0.000322533,0.00002182978,0.002206206,0.0001963637,0.9881902,0.005865408],"study_design_scores_gemma":[0.001404652,0.0002173303,0.003782344,0.00009106295,0.0001835674,0.0001520844,0.00008236069,0.000355198,0.0004685987,0.000004068357,0.9929954,0.0002632867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1868948,0.003061051,0.0003053286,0.4048569,0.02767076,0.00105256,0.00002906388,0.0008521084,0.3752774],"genre_scores_gemma":[0.5594147,0.00004550465,0.0005545805,0.004735849,0.01227789,0.00004483219,0.00002636146,0.00006891794,0.4228314],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4001211,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260194920670253,"score_gpt":0.2722525146588817,"score_spread":0.2496505654521791,"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."}}