{"id":"W4388969948","doi":"10.2196/45372","title":"Exploring the Use of YouTube as a Pathology Learning Tool and Its Relationship With Pathology Scores Among Medical Students: Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar National Library","keywords":"Cross-sectional study; Medicine; Pathology; Anatomical pathology; Psychology; Medical education; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001455617,0.000213186,0.0004172899,0.00140974,0.000918969,0.0008775556,0.0003849611,0.00067535,0.003017823],"category_scores_gemma":[0.003153018,0.0004597952,0.0005222948,0.001119178,0.000435875,0.001253997,0.0009508722,0.0009270559,0.0005716869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004444475,"about_ca_system_score_gemma":0.0006216156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002335476,"about_ca_topic_score_gemma":0.005545968,"domain_scores_codex":[0.9989793,0.0002258223,0.0001670421,0.0001594976,0.0002837875,0.0001845214],"domain_scores_gemma":[0.9970822,0.0005130681,0.00127207,0.00008010678,0.000544032,0.000508543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004715976,0.0004300504,0.9938305,0.0001262858,0.00002927699,0.0001350188,0.001904315,0.00001280054,0.0002186424,0.00002689407,0.0002735948,0.002965451],"study_design_scores_gemma":[0.000006390895,0.000691829,0.9890012,0.0000823162,0.00003384435,0.0004698586,0.008670734,0.0001052064,0.0001126017,0.00002607106,0.0007867055,0.00001336781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987992,0.0002044976,0.00005087194,0.00008709802,0.000006762476,0.00005915048,0.0002440801,0.000001697667,0.0005466428],"genre_scores_gemma":[0.9980053,0.0004307677,0.0002678161,0.0001981585,0.00001984951,0.0001253356,0.0003033463,0.000002485844,0.000646852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003017823,"threshold_uncertainty_score":0.0100956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2581918628215054,"score_gpt":0.4860114008617801,"score_spread":0.2278195380402747,"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."}}