{"id":"W4249698652","doi":"10.52964/amja.0144","title":"Editorial","year":2007,"lang":"en","type":"editorial","venue":"Acute Medicine Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wishful thinking; Trilogy; Clearance; Exhibition; Optimism; History; Psychology; Medicine; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.03685766,0.000801745,0.001977849,0.0008963051,0.002339655,0.0000474534,0.001422321,0.005374457,0.00575985],"category_scores_gemma":[0.05576891,0.0006042456,0.0002726305,0.0005860106,0.0004087802,0.0005935108,0.000360822,0.03726828,0.001773047],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195916,"about_ca_system_score_gemma":0.01050016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001903901,"about_ca_topic_score_gemma":0.0003285235,"domain_scores_codex":[0.9805973,0.005052676,0.003855119,0.0007470247,0.007612848,0.002135081],"domain_scores_gemma":[0.962658,0.02342719,0.00477778,0.001066954,0.006261079,0.001808923],"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":[0.0005247807,0.0000520933,0.0001174294,0.0004410704,0.0004167273,0.0002299334,0.003078037,5.187267e-8,0.00001496594,0.00004079,0.993471,0.001613082],"study_design_scores_gemma":[0.003630406,0.0008489798,0.00006861638,0.00282833,0.0007671831,0.00005696874,0.002649775,6.551257e-7,7.087107e-7,0.0007358969,0.9879225,0.0004899707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006866413,0.001353459,0.0003657203,0.01599463,0.9536011,0.0007902101,0.000135266,0.0001809845,0.02751],"genre_scores_gemma":[0.000007230114,0.007072957,0.0003024959,0.004305502,0.9714286,0.0000396081,0.0003001928,0.0002109138,0.01633254],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03189383,"threshold_uncertainty_score":0.9996409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4178908655245382,"score_gpt":0.603136137713741,"score_spread":0.1852452721892028,"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."}}