{"id":"W2065729205","doi":"10.2310/7070.2002.21057","title":"Internet-Based Otolaryngology Case Discussions for Medical Students","year":2002,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; The Wilson Centre","funders":"","keywords":"Teleconference; The Internet; Medicine; Otorhinolaryngology; Multimedia; Medical knowledge; Medical education; Videoconferencing; Computer-Assisted Instruction; Computer science; World Wide Web; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003435793,0.0001665755,0.0005953385,0.0002778088,0.0002067043,0.000009552113,0.0006603695,0.0003810636,0.003096924],"category_scores_gemma":[0.001537675,0.00008846043,0.0002197293,0.0001906267,0.0004815767,0.00006378999,0.00014421,0.001268163,0.00009969828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007168553,"about_ca_system_score_gemma":0.0002063895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003674187,"about_ca_topic_score_gemma":0.00002262536,"domain_scores_codex":[0.9970807,0.0008157276,0.0007763588,0.0001572847,0.0006369582,0.0005329514],"domain_scores_gemma":[0.9967759,0.001795614,0.0002968905,0.0003129723,0.0003080436,0.0005105388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.01454831,0.007540266,0.794182,0.001058139,0.0013082,0.107429,0.002638951,0.00001181259,0.001092612,0.001453816,0.05778008,0.01095675],"study_design_scores_gemma":[0.01597143,0.02040747,0.1922591,0.000445649,0.0006472142,0.7431782,0.000399154,0.0122121,0.0008209993,0.0004056804,0.01296838,0.0002846613],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727439,0.0009054823,0.001666285,0.02321654,0.0005267946,0.0006297445,0.000003787005,0.00001301021,0.000294411],"genre_scores_gemma":[0.9944504,0.000119812,0.0004050767,0.003587883,0.0003923764,0.00002531658,0.000003216558,0.00002472499,0.0009911556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6357491,"threshold_uncertainty_score":0.9978144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162955512012213,"score_gpt":0.4636549808320941,"score_spread":0.3473594296308729,"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."}}