{"id":"W1599059832","doi":"10.1177/0272989x15598743","title":"What Is Insufficient about Validation?","year":2015,"lang":"en","type":"letter","venue":"Medical Decision Making","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer 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":[0.4085251,0.001459136,0.006294455,0.005746271,0.008865889,0.01826721,0.01034136,0.08301245,0.008649769],"category_scores_gemma":[0.7433478,0.001954498,0.004946474,0.004148203,0.0473493,0.03623481,0.01276959,0.09732868,0.004717059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01432433,"about_ca_system_score_gemma":0.03142817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340967,"about_ca_topic_score_gemma":0.0159031,"domain_scores_codex":[0.6321327,0.2628242,0.038133,0.0131546,0.04628775,0.00746782],"domain_scores_gemma":[0.1009517,0.8104719,0.01441338,0.0185451,0.04633212,0.00928577],"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":[0.0004283245,0.0002250994,0.006347004,0.001834507,0.0004056804,0.00117359,0.002265415,0.0004015728,0.0001629302,0.1317444,0.7743042,0.08070738],"study_design_scores_gemma":[0.0006758475,0.0001388195,0.003312416,0.01640671,0.0003450181,0.00146298,0.00344536,0.00259888,0.0003338146,0.5335327,0.4374325,0.0003150697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001356299,0.00310489,0.0006799181,0.9906313,0.004654768,0.00001218579,0.00002935738,0.00001071273,0.0007411822],"genre_scores_gemma":[0.00627628,0.002115704,0.002382634,0.9673097,0.0211194,0.0001282012,0.00005620794,0.00003813774,0.0005738473],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5914749,"threshold_uncertainty_score":0.7293938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3707662617076382,"score_gpt":0.4802594566583135,"score_spread":0.1094931949506753,"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."}}