{"id":"W4205641889","doi":"10.2196/35199","title":"The Effects of Introducing a Mobile App–Based Procedural Logbook on Trainee Compliance to a Central Venous Catheter Insertion Accreditation Program: Before-and-After Study","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logbook; Accreditation; Medicine; Central venous catheter; Medical emergency; Medical record; Emergency medicine; Database; Catheter; Computer science; Surgery; Medical education","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":[0.006578391,0.0008117572,0.001254441,0.0008451456,0.001367213,0.00137497,0.001073065,0.001940331,0.003640868],"category_scores_gemma":[0.02491983,0.0008226544,0.002061923,0.0006478359,0.0009485385,0.001524472,0.001228592,0.003093134,0.0006578285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641409,"about_ca_system_score_gemma":0.002399888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00558092,"about_ca_topic_score_gemma":0.006373377,"domain_scores_codex":[0.9943288,0.002243651,0.0005791459,0.0008176733,0.001059642,0.0009710426],"domain_scores_gemma":[0.970198,0.01379251,0.006657931,0.002090672,0.002710771,0.004550184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1330633,0.384233,0.3507762,0.001987139,0.002091259,0.0003641604,0.01286674,0.0008243507,0.003721114,0.0001809934,0.001802147,0.1080895],"study_design_scores_gemma":[0.004797764,0.2259794,0.7621691,0.0001816748,0.0006522597,0.00003783412,0.002464566,0.001063301,0.001135663,0.0000732631,0.001345474,0.00009968429],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988159,0.00006827304,0.00005013503,0.00004524625,0.00002663368,0.0005115141,0.0001027232,0.000009481137,0.000370027],"genre_scores_gemma":[0.9954643,0.0001178917,0.0006138632,0.0001846771,0.00006804355,0.002087635,0.0001969221,0.000009513157,0.001257302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006578391,"threshold_uncertainty_score":0.03479022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795545548384983,"score_gpt":0.360344886865116,"score_spread":0.3323894313812662,"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."}}