{"id":"W4391512021","doi":"10.1002/mus.28046","title":"Electrodiagnostic reporting preferences of referring physicians: An exploratory survey","year":2024,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Peripheral Nerve Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Context (archaeology); Exploratory research; Thematic analysis; Nonprobability sampling; Quality (philosophy); Medicine; Psychology; Sample (material); Test (biology); Family medicine; Applied psychology; Medical education; Qualitative research","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":[0.0009373031,0.0001800792,0.0003969084,0.0001200731,0.00004762646,0.00003945742,0.0001224339,0.00007852662,0.00009950276],"category_scores_gemma":[0.001180707,0.0001631941,0.000130852,0.0004935361,0.00004908655,0.000313087,0.00003981385,0.0002683893,0.00001729338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006229227,"about_ca_system_score_gemma":0.000180577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008338401,"about_ca_topic_score_gemma":0.001277522,"domain_scores_codex":[0.9980302,0.0001621881,0.0007280517,0.0004400844,0.0003117584,0.0003277446],"domain_scores_gemma":[0.9988642,0.0001777962,0.0002837789,0.0004258909,0.0001531795,0.00009509216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002516512,0.0008899672,0.1870191,0.001803278,0.0004235835,0.0007059264,0.00796916,0.0002005148,0.5371522,0.0005794847,0.003885795,0.2591194],"study_design_scores_gemma":[0.0004252694,0.0007804774,0.9697712,0.001081987,0.0001127342,0.00001667662,0.001322732,0.001244063,0.02339525,0.0004734942,0.001062338,0.0003137744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946532,0.002618468,0.00006385858,0.0001152061,0.0002423626,0.0002167011,0.00001635501,0.0002213882,0.00185246],"genre_scores_gemma":[0.9991017,0.00007152242,0.0001730511,0.0001185885,0.0001615002,0.0000412027,0.00012954,0.00004786887,0.000155011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7827522,"threshold_uncertainty_score":0.6654862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07755317641913727,"score_gpt":0.3367786312951819,"score_spread":0.2592254548760446,"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."}}