{"id":"W2906333009","doi":"10.1007/978-3-319-99713-1_10","title":"Reporting Standards and Critical Appraisal of Prediction Models","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Generalizability theory; Critical appraisal; Limiting; Quality (philosophy); Management science; Systematic review; Psychology; Risk analysis (engineering); Computer science; Data science; Medicine; MEDLINE; Engineering; Alternative medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6751727,0.00596236,0.01326353,0.03676335,0.005484541,0.02517386,0.01700007,0.01854054,0.01609024],"category_scores_gemma":[0.8833862,0.006404987,0.01142417,0.02498011,0.02023742,0.01172634,0.01331658,0.02291124,0.01242066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02098257,"about_ca_system_score_gemma":0.08380748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003733201,"about_ca_topic_score_gemma":0.002264504,"domain_scores_codex":[0.1178624,0.5339199,0.2702959,0.01156155,0.06426305,0.002097256],"domain_scores_gemma":[0.04356122,0.5888913,0.1039489,0.07707573,0.1839298,0.002593085],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008576983,0.0001224149,0.001078498,0.2080752,0.0039712,0.0004809538,0.007700932,0.00391337,0.001416196,0.1288591,0.3371093,0.3064152],"study_design_scores_gemma":[0.001013068,0.0002892756,0.001902215,0.3047867,0.001977941,0.0005597261,0.001348899,0.007323382,0.002894638,0.1929507,0.4844218,0.0005315836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001301364,0.109997,0.5333258,0.139589,0.05654092,0.1147712,0.01338586,0.004046428,0.02704251],"genre_scores_gemma":[0.02413169,0.06064265,0.6206303,0.01541364,0.01571432,0.2490248,0.008601511,0.001368992,0.004472157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3248273,"threshold_uncertainty_score":0.4005699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7336466353255351,"score_gpt":0.5619609645244295,"score_spread":0.1716856708011056,"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."}}