{"id":"W3086647854","doi":"10.2196/15353","title":"New Patient Education Video on Colonoscopy Preparation: Development and Evaluation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"George & Fay Yee Centre for Healthcare Innovation; University of Manitoba","funders":"Merck Canada; Research Manitoba","keywords":"Medicine; Colonoscopy; CLARITY; Video recording; Online video; Internet video; The Internet; Multimedia; Computer science; Internal medicine; Colorectal cancer; World Wide Web; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.006394319,0.0004403134,0.0003437788,0.001212557,0.0003400462,0.0004309492,0.0004966569,0.0006340892,0.001899469],"category_scores_gemma":[0.01443083,0.00020351,0.000476956,0.0005321986,0.000339165,0.0008240772,0.0007420824,0.0005457737,0.0003540714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009326892,"about_ca_system_score_gemma":0.001603621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376063,"about_ca_topic_score_gemma":0.002239785,"domain_scores_codex":[0.9972129,0.001601,0.0002196071,0.0001603337,0.0006158588,0.0001903233],"domain_scores_gemma":[0.9911556,0.004093811,0.0009963075,0.0003983028,0.002442637,0.0009133778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006407608,0.05557669,0.305371,0.002712534,0.0002683772,0.001690124,0.007837974,0.00121188,0.01649332,0.0005021384,0.00491953,0.5970089],"study_design_scores_gemma":[0.007034631,0.1716427,0.7086899,0.001645547,0.001240683,0.007598573,0.009711686,0.009135482,0.03781384,0.0003454964,0.04487114,0.0002703605],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989514,0.0003489153,0.001947754,0.0001099077,0.00003118808,0.005421365,0.0003480593,0.0000392188,0.002239575],"genre_scores_gemma":[0.9596006,0.001184412,0.02953237,0.000350958,0.00008725379,0.006297762,0.001513157,0.0000227846,0.001410553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006394319,"threshold_uncertainty_score":0.03381675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406519428956291,"score_gpt":0.5213187581010901,"score_spread":0.380666815205461,"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."}}