{"id":"W7128710274","doi":"10.26180/4519379.v1","title":"Athena's journey: medicine and the feminine","year":2017,"lang":"","type":"dissertation","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Triangulation; Qualitative research; Medical profession; Work (physics); Cohort; Feminism","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":["research_integrity"],"category_scores_codex":[0.002496141,0.0007167278,0.001536104,0.0002820273,0.0110019,0.00004005123,0.001535405,0.001325111,0.003192106],"category_scores_gemma":[0.001120465,0.000527449,0.0002180707,0.0003088833,0.002058187,0.000295994,0.0004354697,0.002863227,0.0002915756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006185605,"about_ca_system_score_gemma":0.0008847491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01517393,"about_ca_topic_score_gemma":0.005056816,"domain_scores_codex":[0.9944771,0.00186544,0.0008407613,0.0008935226,0.000776471,0.001146705],"domain_scores_gemma":[0.9925944,0.002236176,0.002239916,0.001453705,0.0007288167,0.0007470424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01871514,0.0002644341,0.03062992,0.005161817,0.0009072012,0.0006587548,0.4234332,0.000009647913,0.00002513038,0.1194768,0.3514149,0.04930314],"study_design_scores_gemma":[0.01082514,0.0002285723,0.03696762,0.007025835,0.0008788201,0.000009746436,0.2371134,0.0002815414,0.000002521713,0.001976549,0.7041526,0.0005376659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3907211,0.01130725,0.00002467584,0.04974627,0.00637328,0.004059747,0.0001581257,0.0001480365,0.5374615],"genre_scores_gemma":[0.5341647,0.02831331,0.00006279966,0.0009988208,0.0009465499,0.000004233938,0.0003205458,0.00005936818,0.4351297],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3527377,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07519026035860576,"score_gpt":0.4094652275726519,"score_spread":0.3342749672140461,"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."}}