{"id":"W1559067096","doi":"","title":"How clinicians can validate scientific contents?","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03980851,0.001095228,0.001831039,0.005824552,0.00349417,0.01408055,0.003054553,0.01063109,0.02456407],"category_scores_gemma":[0.3209495,0.0007108736,0.001183537,0.003405211,0.008426254,0.02389579,0.007511523,0.01154989,0.02593015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00510425,"about_ca_system_score_gemma":0.01752109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003319776,"about_ca_topic_score_gemma":0.003394832,"domain_scores_codex":[0.953978,0.02009078,0.004180496,0.002494476,0.01778314,0.0014732],"domain_scores_gemma":[0.7922873,0.09032356,0.01688875,0.01598213,0.06589175,0.01862642],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001236413,0.0001047452,0.005355559,0.001420609,0.0001099124,0.001148774,0.001675796,0.0001599697,0.0002074472,0.02808479,0.6302958,0.331313],"study_design_scores_gemma":[0.00008283383,0.00009257029,0.002725868,0.01409807,0.0001289311,0.004376706,0.004053583,0.0003481739,0.0005905277,0.1509847,0.8223768,0.0001412231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001896144,0.06449125,0.01126209,0.8475788,0.03117317,0.000182437,0.0004526566,0.0007451017,0.04221841],"genre_scores_gemma":[0.1165174,0.1942022,0.0679944,0.5113155,0.07134361,0.001077428,0.001666323,0.001648486,0.0342346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9601915,"threshold_uncertainty_score":0.21053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2757880807890445,"score_gpt":0.3914531458162485,"score_spread":0.115665065027204,"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."}}