{"id":"W2961116795","doi":"10.1097/mao.0000000000002285","title":"Construct Validation of a Printed Bone Substitute in Otologic Education","year":2019,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; Health Sciences Centre","funders":"","keywords":"Medicine; Mastoidectomy; Cadaveric spasm; Temporal bone; Otorhinolaryngology; 3d printed; Construct validity; Likert scale; Scale (ratio); Audiology; Surgery; Dentistry; Cholesteatoma; Biomedical engineering; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000145043,0.0001161063,0.0004796963,0.0003007857,0.00001503171,0.000002297814,0.00006375377,0.0001987094,0.0009090082],"category_scores_gemma":[0.0002827457,0.0001068055,0.00006568422,0.0002915107,0.0001909135,0.00004487147,0.00002788786,0.0002371362,0.0001122651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002237673,"about_ca_system_score_gemma":0.0001754698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002836209,"about_ca_topic_score_gemma":0.000009220792,"domain_scores_codex":[0.998799,0.0001685871,0.0004353181,0.0003002063,0.00008520931,0.0002116833],"domain_scores_gemma":[0.9991821,0.000252413,0.0001735834,0.0002397973,0.00009261506,0.00005946456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004304873,0.0002394948,0.9715723,0.00006079624,0.00001751177,0.00007168303,0.00007719748,0.00005438669,0.00823001,0.01399163,0.000009535697,0.00524501],"study_design_scores_gemma":[0.006769635,0.0005527794,0.9663618,0.00007961735,0.00004953531,0.001501666,0.0001269041,0.0009036741,0.01429562,0.001238332,0.007949493,0.000170936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804071,0.00004287886,0.00004268152,0.0006134498,0.0004661045,0.0009968985,0.00000103096,0.00004521469,0.0173847],"genre_scores_gemma":[0.9986735,0.000007636817,0.0003574209,0.0006715385,0.00001855643,0.00006166779,0.00003299006,0.00001004394,0.0001666658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01826644,"threshold_uncertainty_score":0.9953002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440970842883133,"score_gpt":0.3143159115402336,"score_spread":0.2899062031114022,"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."}}