{"id":"W4317867868","doi":"10.2196/43028","title":"The Ability of Austrian Qualified Physiotherapists to Make Accurate Keep-Refer Decisions and to Detect Serious Pathologies Based on Clinical Vignettes: Protocol for a Cross-sectional Web-Based Survey","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Protocol (science); Population; Health care; Demographics; Disease; Medical education; Applied psychology; Alternative medicine; Psychology; Pathology","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":[0.05124515,0.001851715,0.002678545,0.003049063,0.0031827,0.002337963,0.001888922,0.003230875,0.02266072],"category_scores_gemma":[0.03932925,0.002569559,0.002957986,0.002266629,0.001636575,0.002452198,0.002796143,0.004276399,0.007871492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005778139,"about_ca_system_score_gemma":0.01103643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814633,"about_ca_topic_score_gemma":0.003526202,"domain_scores_codex":[0.9731653,0.01690426,0.005035589,0.001366785,0.001692563,0.001835519],"domain_scores_gemma":[0.9626197,0.0159136,0.004832251,0.003394663,0.01072389,0.002515831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08320929,0.1478808,0.1440377,0.04416847,0.00140241,0.004665791,0.05790856,0.01460932,0.008923426,0.01001503,0.1285097,0.3546695],"study_design_scores_gemma":[0.06190498,0.08606973,0.4505427,0.01696062,0.0008381435,0.001881933,0.05772717,0.01712635,0.008982615,0.009207397,0.287166,0.001592344],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0375484,0.0001375321,0.004203804,0.0003488389,0.0001136947,0.9530809,0.002783822,0.00007565692,0.001707446],"genre_scores_gemma":[0.01004345,0.0001627013,0.00491212,0.0001943015,0.00002393704,0.9835946,0.0006919167,0.000006151201,0.0003707557],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05124515,"threshold_uncertainty_score":0.2710135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4625554839396707,"score_gpt":0.6453405616413527,"score_spread":0.182785077701682,"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."}}