{"id":"W4293067502","doi":"10.2196/preprints.39857","title":"The Use of Web-Based Patient Reviews to Assess Medical Oncologists’ Competency: Mixed Methods Sequential Explanatory Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of British Columbia; McGill University","funders":"","keywords":"Thematic analysis; Medicine; Interpersonal communication; Context (archaeology); Family medicine; Medical education; Health care; Descriptive statistics; Psychology; Qualitative research","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":[],"consensus_categories":[],"category_scores_codex":[0.06319655,0.0005609163,0.001223559,0.003329403,0.001966094,0.002226625,0.001297225,0.001034626,0.003124376],"category_scores_gemma":[0.1385076,0.001180082,0.001522414,0.004242522,0.001263256,0.002561859,0.002213134,0.0007314016,0.0005812453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006599781,"about_ca_system_score_gemma":0.01246312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009852187,"about_ca_topic_score_gemma":0.01694875,"domain_scores_codex":[0.9400686,0.038182,0.009990213,0.003354799,0.006829985,0.001574354],"domain_scores_gemma":[0.8232797,0.1231685,0.02260522,0.00630245,0.02319094,0.001453337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005335641,0.007179546,0.5497667,0.01438599,0.001413626,0.0006739804,0.2572324,0.0004818078,0.002045112,0.001280174,0.004128125,0.1560768],"study_design_scores_gemma":[0.003478604,0.02446196,0.7117197,0.01028176,0.001824809,0.0005545405,0.2111999,0.004367239,0.006000654,0.001247638,0.02458126,0.0002820301],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697946,0.0008089856,0.002866758,0.000303248,0.0000509594,0.0232661,0.001203342,0.0000334805,0.001672471],"genre_scores_gemma":[0.9208291,0.0007321781,0.01300521,0.0007808782,0.00007173345,0.06273495,0.0007369308,0.00003775771,0.001071317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06319655,"threshold_uncertainty_score":0.3342193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4443510783196872,"score_gpt":0.5618629458601951,"score_spread":0.1175118675405079,"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."}}