{"id":"W1502117369","doi":"10.3233/wor-2012-1438","title":"Directions for advancing the study of work transitions in the 21st century","year":2012,"lang":"en","type":"article","venue":"Work","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Western University; Lakehead University; Queen's University; University of British Columbia; University of Manitoba","funders":"","keywords":"Work (physics); Disadvantaged; Deliverable; Agency (philosophy); Participatory action research; Sociology; Public relations; Identity (music); Citizen journalism; Knowledge base; Group work; Engineering ethics; Medical education; Political science; Pedagogy; Engineering; Medicine; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00208412,0.00005579895,0.00009171461,0.00005652681,0.001011826,0.000005073698,0.0001527834,0.00004874944,0.0001437818],"category_scores_gemma":[0.0002102831,0.00002897729,0.00004313947,0.0007226339,0.00002483787,0.000112975,0.00001668012,0.0004812856,0.00003143072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003974293,"about_ca_system_score_gemma":0.00006023122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006102832,"about_ca_topic_score_gemma":0.0002777183,"domain_scores_codex":[0.9982219,0.0009470556,0.0002341101,0.00007560668,0.0001987803,0.0003225904],"domain_scores_gemma":[0.9964014,0.003190868,0.00007656568,0.0002272149,0.00007076713,0.0000332363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001105677,0.00468752,0.5620247,0.0001009461,0.0001590535,7.917477e-7,0.3618631,0.0002103914,0.0001089888,0.01251735,0.01885775,0.03836371],"study_design_scores_gemma":[0.0007936755,0.0000961828,0.3711782,0.0001126242,0.00003523955,3.212018e-7,0.3343071,0.000002849988,0.000002764233,0.0002392067,0.2931666,0.00006524316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595802,0.002507937,0.0002406041,0.0192648,0.001314943,0.004582105,0.00001767656,0.00003159153,0.01246012],"genre_scores_gemma":[0.9974625,0.0001882164,0.0001844467,0.0004912504,0.0004478642,0.0008068301,0.000005471632,0.0000100475,0.0004033541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743088,"threshold_uncertainty_score":0.778225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150766098990818,"score_gpt":0.4862031508654919,"score_spread":0.3711265409664101,"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."}}