{"id":"W2107142765","doi":"10.1002/asi.21590","title":"Physicians' assessment of the value of clinical information: Operationalization of a theoretical model","year":2011,"lang":"en","type":"article","venue":"Journal of the American Society for Information Science and Technology","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; McGill University","funders":"","keywords":"Operationalization; Cognition; Odds; Health care; Information system; Computer science; Information seeking; Knowledge management; Psychology; Medicine; Information retrieval; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.0105435,0.0006753686,0.0003892597,0.006033797,0.0008881416,0.005433613,0.001535027,0.001732525,0.002411971],"category_scores_gemma":[0.07128702,0.0005468391,0.001033953,0.00249959,0.007811533,0.004904933,0.003208941,0.001626897,0.0001962088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004606073,"about_ca_system_score_gemma":0.003274559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004086018,"about_ca_topic_score_gemma":0.001671394,"domain_scores_codex":[0.9879383,0.007773555,0.0005021829,0.0008330742,0.002482689,0.0004701208],"domain_scores_gemma":[0.8613396,0.1147612,0.01119108,0.003925532,0.006481939,0.002300596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005294089,0.002132464,0.5262465,0.0006530959,0.0005982888,0.0005311951,0.0260262,0.02456327,0.001732517,0.3304662,0.001985482,0.08453543],"study_design_scores_gemma":[0.0003505202,0.001531866,0.2309238,0.001043463,0.0004176834,0.001126669,0.02100691,0.3521437,0.001776,0.3829859,0.006455802,0.0002376579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8535952,0.0007901872,0.07946847,0.008571191,0.00005451235,0.0003934714,0.0002190927,0.0001055069,0.05680232],"genre_scores_gemma":[0.9926049,0.00007330764,0.007009646,0.00008351979,0.00001269806,0.00007431996,0.00003961785,0.000003393786,0.00009871444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0105435,"threshold_uncertainty_score":0.05576003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076849665000438,"score_gpt":0.5140270462517148,"score_spread":0.406342079751671,"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."}}