{"id":"W7134501812","doi":"","title":"Book Review","year":2007,"lang":"","type":"other","venue":"Australasian Journal of Paramedicine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Community practice","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.007570409,0.002193764,0.006699265,0.004256162,0.0001220882,0.00006769467,0.002377583,0.001458137,0.4810083],"category_scores_gemma":[0.00194791,0.001742698,0.001945162,0.002667576,0.002076442,0.00052008,0.0001110333,0.006783732,0.03554469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000860046,"about_ca_system_score_gemma":0.001682057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007998685,"about_ca_topic_score_gemma":0.000002546923,"domain_scores_codex":[0.9839479,0.0008003386,0.007657571,0.0009053852,0.004446379,0.00224237],"domain_scores_gemma":[0.9782739,0.0004343346,0.01510401,0.0016719,0.001436611,0.00307929],"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":[0.0003133129,0.000500474,0.0001530906,0.006685212,0.002202187,0.01243411,0.0001216025,0.000004278857,0.0001024419,0.0000378518,0.9648592,0.01258622],"study_design_scores_gemma":[0.003880041,0.002847843,0.0003289835,0.2077343,0.006093274,0.01958951,0.00009889674,0.000001560356,0.00006337163,0.00001716389,0.7584286,0.0009164425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.000005044516,0.7626563,0.0003547412,0.01193099,0.003735322,0.001334106,0.00005471041,0.00004182159,0.2198869],"genre_scores_gemma":[0.00008264243,0.4335701,0.000834439,0.02715387,0.008008099,0.000003240463,0.00002315674,0.001332755,0.5289917],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4454636,"threshold_uncertainty_score":0.9998382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125984306302099,"score_gpt":0.3368884398050093,"score_spread":0.3156285967419883,"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."}}