{"id":"W4303427217","doi":"10.29390/cjrt-2022-032","title":"Validation of a structured questionnaire to assess the perception and satisfaction of respiratory therapy students toward career prospects and learning resources","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Confirmatory factor analysis; Likert scale; Construct validity; Discriminant validity; Psychology; Scale (ratio); Medical education; Clinical psychology; Internal consistency; Medicine; Structural equation modeling; Statistics; Psychometrics; Mathematics; Developmental psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001927932,0.0001150387,0.0002485854,0.0005382616,0.0003384775,0.0000364085,0.0001393312,0.00006820153,0.0001171435],"category_scores_gemma":[0.0004243744,0.00008965618,0.00004459536,0.0004692377,0.0001648267,0.0001216591,0.00001511791,0.0005418952,1.710026e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299465,"about_ca_system_score_gemma":0.0007923118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006013864,"about_ca_topic_score_gemma":0.000241446,"domain_scores_codex":[0.9981234,0.0004757685,0.0004947766,0.0001442497,0.0006224794,0.0001393285],"domain_scores_gemma":[0.9985617,0.00004441418,0.0004714537,0.0001658202,0.0005939567,0.0001626724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000305141,0.00002786138,0.813362,0.00003952226,0.00009085803,0.000006570669,0.01848849,0.0001792849,0.04216227,0.0000577884,0.0005244216,0.1247558],"study_design_scores_gemma":[0.001267143,0.001902268,0.9700047,0.0001116549,0.00002575509,0.00004650549,0.006882759,0.00000717863,0.002495874,0.00007527405,0.01709703,0.00008382926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960715,0.00218218,0.00007159004,0.0008997395,0.0002990066,0.0004492988,0.000004686396,0.000005396918,0.0000166206],"genre_scores_gemma":[0.9979348,0.00007057043,0.0001868897,0.001554246,0.000195325,0.00002030048,0.000002164191,0.00001958095,0.00001612156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566427,"threshold_uncertainty_score":0.3656073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447147973399824,"score_gpt":0.3290773725394866,"score_spread":0.2843625751995042,"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."}}