{"id":"W7115677096","doi":"10.26181/30485627","title":"A profile of Australian occupational therapy academic workforce job satisfaction","year":2020,"lang":"","type":"article","venue":"La Trobe University","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Workload; Quarter (Canadian coin); Occupational therapy; Job satisfaction; Inclusion (mineral); Economic shortage; Descriptive 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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007111685,0.0002515597,0.0003837361,0.0001931623,0.0008241238,0.0000133396,0.0004040017,0.0007449407,0.007225407],"category_scores_gemma":[0.0002227031,0.0002605076,0.0001978533,0.0009362051,0.000233607,0.0007663283,0.0001615065,0.002367082,0.0004369422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284964,"about_ca_system_score_gemma":0.00124876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006091773,"about_ca_topic_score_gemma":0.00003719507,"domain_scores_codex":[0.9956533,0.002128913,0.0004983245,0.0004693595,0.0007315976,0.0005185289],"domain_scores_gemma":[0.9971247,0.00124505,0.0005764427,0.0002521885,0.0003948927,0.0004067534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01486349,0.0001693475,0.8858482,0.0004005127,0.0003470509,0.00003325734,0.01073102,0.0002282545,0.00860294,0.01565371,0.03616843,0.02695374],"study_design_scores_gemma":[0.003554438,0.0004358533,0.7852215,0.0002081857,0.00006133631,0.000001829779,0.006123915,0.0005634466,0.0004223164,0.0001382481,0.2029936,0.0002753415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631834,0.0002918669,0.0009509568,0.02185629,0.0003639481,0.001519433,0.0004746089,0.00007935103,0.01128014],"genre_scores_gemma":[0.9788572,0.00474713,0.0009693774,0.0007524653,0.0004469712,0.000002679862,0.0000654742,0.00002820944,0.01413045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1668252,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2285089276141734,"score_gpt":0.4364516029380272,"score_spread":0.2079426753238539,"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."}}