{"id":"W3046119901","doi":"10.2196/21114","title":"Improving Neurosurgery education using Social-Media Case-based discussions: A Pilot Study (Preprint)","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Social media; Neurosurgery; Medical education; Psychology; Engineering; Medicine; Computer science; World Wide Web; Psychiatry","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":[0.01369229,0.0008495714,0.0007912431,0.001627817,0.003148581,0.001637824,0.001373515,0.001782627,0.01072746],"category_scores_gemma":[0.03368809,0.0007523058,0.001057542,0.000976076,0.0009752422,0.002397723,0.002472572,0.002182334,0.001483446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001838312,"about_ca_system_score_gemma":0.005361622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003688403,"about_ca_topic_score_gemma":0.00560437,"domain_scores_codex":[0.9933119,0.004429578,0.0004230823,0.000495988,0.0006278696,0.0007115214],"domain_scores_gemma":[0.9579824,0.03088334,0.001920383,0.001890516,0.003510644,0.003812768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.01157065,0.4374573,0.0705298,0.00266615,0.0002533742,0.00139559,0.1012492,0.001064504,0.007175363,0.0005838095,0.004726009,0.3613282],"study_design_scores_gemma":[0.03884605,0.3427889,0.3833053,0.002223781,0.001629799,0.0009961823,0.1663245,0.006848516,0.02166067,0.002584283,0.03212981,0.000662247],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868273,0.00006534214,0.001312973,0.0005036474,0.00009190032,0.007539327,0.000384606,0.0001118942,0.003163029],"genre_scores_gemma":[0.9638162,0.0002898299,0.01162432,0.0007307418,0.0002061648,0.01993669,0.0004383015,0.00003129118,0.002926549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01369229,"threshold_uncertainty_score":0.07241261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.134090043311649,"score_gpt":0.4371777408112235,"score_spread":0.3030876974995744,"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."}}