{"id":"W3038511861","doi":"10.1111/1440-1630.12683","title":"A profile of Australian occupational therapy academic workforce job satisfaction","year":2020,"lang":"en","type":"article","venue":"Australian Occupational Therapy Journal","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Occupational therapy; Workload; Inclusion (mineral); Job satisfaction; Medical education; Quarter (Canadian coin); Descriptive statistics; Psychology; Promotion (chess); Economic shortage; Medicine; Nursing; Family medicine; Social psychology; Physical therapy; Political science; Management; Geography; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001832307,0.0004757166,0.0005943291,0.00038267,0.001329223,0.00006877177,0.0006545046,0.0006385906,0.01610384],"category_scores_gemma":[0.0004059153,0.0003927245,0.0003679717,0.001004328,0.000215379,0.001272904,0.00006255647,0.003340708,0.0007317832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002869948,"about_ca_system_score_gemma":0.001992764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001366321,"about_ca_topic_score_gemma":0.00001116458,"domain_scores_codex":[0.9932715,0.001439238,0.001830835,0.0005443005,0.00195539,0.0009587891],"domain_scores_gemma":[0.9951994,0.001002426,0.001480993,0.0003285699,0.001291087,0.0006975603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009469555,0.000122722,0.8468665,0.00005855198,0.0003637901,0.00001456264,0.002341711,0.0002921366,0.01964058,0.002109663,0.09025054,0.02846969],"study_design_scores_gemma":[0.004526645,0.0007196701,0.877233,0.0001784977,0.00002020615,0.00003982091,0.001048169,0.00009187834,0.001796071,0.0012516,0.1126745,0.0004198884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743403,0.0004555793,0.0005878159,0.02056799,0.0009243562,0.001528753,0.000292102,0.0001086019,0.001194467],"genre_scores_gemma":[0.9786058,0.004012967,0.002958582,0.004085667,0.003604469,0.0001553806,0.0002160783,0.00009787387,0.006263152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03036651,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.389480071919307,"score_gpt":0.5239164067074971,"score_spread":0.1344363347881901,"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."}}