{"id":"W4389896550","doi":"10.4085/1947-380x-22-049","title":"Athletic Trainers’ Experiences Developing and Maintaining Contemporary Expertise","year":2023,"lang":"en","type":"article","venue":"Athletic Training Education Journal","topic":"Athletic Training and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athletic Edge Sports Medicine","funders":"","keywords":"Accreditation; Certification; Context (archaeology); Medical education; Likert scale; Data collection; Descriptive statistics; Athletic training; Psychology; Best practice; Qualitative property; Scale (ratio); Medicine; Political science; Sociology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002535074,0.000310804,0.0004012129,0.0005139533,0.002157798,0.0001121597,0.0002870091,0.0002187427,0.0004993819],"category_scores_gemma":[0.001714923,0.0002887228,0.00009004943,0.0007046102,0.0002569886,0.0003282221,0.00006889003,0.0009544216,0.0002194851],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002779202,"about_ca_system_score_gemma":0.006221762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002525274,"about_ca_topic_score_gemma":0.000002650631,"domain_scores_codex":[0.9965335,0.0006106024,0.001026632,0.0004697429,0.0004335184,0.0009260441],"domain_scores_gemma":[0.997501,0.0008312277,0.0004981359,0.0002692547,0.0002681659,0.0006321724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002707273,0.00004235785,0.004252791,0.00006792936,0.00004078039,0.00002344758,0.8483184,0.0000085463,0.0002698309,0.004300299,0.02919898,0.1134496],"study_design_scores_gemma":[0.0008917014,0.0001063442,0.03205409,0.001289154,0.00002557778,0.0002938404,0.8997551,0.0003222456,0.000012836,0.002505891,0.0623051,0.0004381112],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673795,0.0009955303,0.002001576,0.01534977,0.005481235,0.0004318642,0.000002329741,0.0003806183,0.007977555],"genre_scores_gemma":[0.9860834,0.0001998698,0.005071923,0.003796365,0.001737504,0.0004547805,0.00003304988,0.0000671287,0.002555995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1130115,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2018564753662624,"score_gpt":0.4451972083273774,"score_spread":0.243340732961115,"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."}}