{"id":"W4396755891","doi":"10.7202/1110997ar","title":"Development and Validation of a Measurement Scale for the Professionalization of University Students in Health Sciences","year":2022,"lang":"en","type":"article","venue":"Mesure et évaluation en éducation","topic":"Healthcare Education and Workforce Issues","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Professionalization; Scale (ratio); Health science; Psychology; Medical education; Mathematics education; Sociology; Medicine; Social science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03491717,0.0004022973,0.0003877601,0.002760212,0.001630913,0.001439572,0.001076821,0.0005949319,0.001453932],"category_scores_gemma":[0.06500845,0.0002987692,0.0006167749,0.001796806,0.00141209,0.001033171,0.001593113,0.001462762,0.0004505923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004870975,"about_ca_system_score_gemma":0.01412913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03902628,"about_ca_topic_score_gemma":0.05856239,"domain_scores_codex":[0.9832144,0.006701224,0.001820028,0.000549834,0.007078639,0.0006359357],"domain_scores_gemma":[0.9166869,0.02519846,0.004372503,0.003844937,0.0473894,0.002507831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003445646,0.002287258,0.5681047,0.0004444179,0.0001353636,0.0001604548,0.02212897,0.001303904,0.01125011,0.003902739,0.004952729,0.3849848],"study_design_scores_gemma":[0.0001329194,0.002237744,0.9547603,0.0003378878,0.00006163607,0.000151821,0.01282503,0.006104687,0.004905857,0.001025021,0.01737446,0.00008258168],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308117,0.0002828277,0.03894732,0.0009687538,0.0001862755,0.01124335,0.0009247211,0.0001734088,0.01646158],"genre_scores_gemma":[0.8234053,0.0003324509,0.1585153,0.0002993021,0.00004510563,0.01250308,0.001598045,0.00005520172,0.003246235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03902628,"threshold_uncertainty_score":0.1846618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1718243269402984,"score_gpt":0.4499799471355809,"score_spread":0.2781556201952825,"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."}}