{"id":"W1623411102","doi":"10.1111/anae.13165","title":"Probability screening in manuscripts submitted to biomedical journals – an effective tool or a statistical quagmire?","year":2015,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Originality; Scientific misconduct; Context (archaeology); Medicine; Misconduct; Test (biology); Computer science; Alternative medicine; Creativity; Law; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5393367,0.002420193,0.006141252,0.01799308,0.006970938,0.02366838,0.008501812,0.009966293,0.01511033],"category_scores_gemma":[0.833235,0.003119291,0.002962354,0.01298687,0.0263085,0.04138752,0.0149952,0.01538626,0.01130092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00544392,"about_ca_system_score_gemma":0.02379241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741024,"about_ca_topic_score_gemma":0.002012862,"domain_scores_codex":[0.4249976,0.3685814,0.07080335,0.02495183,0.105742,0.004923947],"domain_scores_gemma":[0.07099596,0.697993,0.08396392,0.07030071,0.06686308,0.009883377],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001400639,0.0003345254,0.02523472,0.006539504,0.001171245,0.0004843166,0.007425169,0.000822706,0.0009982688,0.05945804,0.2578189,0.6383121],"study_design_scores_gemma":[0.0008747626,0.002543091,0.03348099,0.02247342,0.001185005,0.003059494,0.005755317,0.013958,0.005517945,0.4326499,0.4771438,0.001358336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01501236,0.02526153,0.2284437,0.6688794,0.0331887,0.003073389,0.001929441,0.00787655,0.0163349],"genre_scores_gemma":[0.3227238,0.02200921,0.4142665,0.1629024,0.0544643,0.009116936,0.001746197,0.003101563,0.009669041],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4606633,"threshold_uncertainty_score":0.5680799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7164900710100301,"score_gpt":0.5170891096463203,"score_spread":0.1994009613637099,"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."}}