{"id":"W2797237551","doi":"10.1093/jcag/gwy012","title":"An Educational Needs Assessment for Patients with Liver Disease","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Liver Centre; University of Toronto","funders":"","keywords":"Medicine; Demographics; Disease; Liver disease; Association (psychology); Family medicine; Needs assessment; Psychology; Internal medicine; Demography","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":[0.001270227,0.0002884068,0.000366523,0.001383003,0.0005972568,0.0005025966,0.0004026691,0.0004914222,0.004324832],"category_scores_gemma":[0.004775218,0.0001301493,0.000726776,0.0006971918,0.0001646961,0.0007919781,0.0009399573,0.0007081847,0.0005028778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007091376,"about_ca_system_score_gemma":0.0009709192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179892,"about_ca_topic_score_gemma":0.00286834,"domain_scores_codex":[0.9994972,0.0001676058,0.0001119552,0.00002638191,0.0001000521,0.00009674457],"domain_scores_gemma":[0.9983602,0.000418117,0.0005497934,0.00002807573,0.0002985593,0.0003450848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004884616,0.001404866,0.8908767,0.001035529,0.00009683644,0.0008982945,0.006584862,0.0004761243,0.0009321479,0.0002412463,0.008597954,0.08836704],"study_design_scores_gemma":[0.00009217347,0.001951755,0.9751229,0.0003403016,0.00005949572,0.002069823,0.01168088,0.001334723,0.0003559137,0.0004076685,0.006537593,0.00004680658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916073,0.0005955888,0.0003804805,0.00151723,0.00003385586,0.0006161458,0.0008300535,0.00002367409,0.00439577],"genre_scores_gemma":[0.9937826,0.0005907164,0.003045057,0.0002703094,0.00002451365,0.0005947468,0.000736671,0.000003499248,0.0009519103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982011,"threshold_uncertainty_score":0.01446795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779528555163624,"score_gpt":0.3939864004336619,"score_spread":0.3661911148820257,"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."}}