{"id":"W4413594948","doi":"10.64628/aam.5hyvsx7xf","title":"Gender inequality is still rampant in the maritime longshore profession","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Inequality; Longshore drift; Political science; Gender inequality; Sociology; Geology; Geomorphology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002344985,0.0003861152,0.0003694943,0.0004249019,0.000197215,0.0006848804,0.001394218,0.0002360566,0.01246719],"category_scores_gemma":[0.0001378647,0.0002602297,0.0001795222,0.0005729513,0.00004069701,0.0005742921,0.003906652,0.001282879,0.0002010046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000589,"about_ca_system_score_gemma":0.0001444553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004649606,"about_ca_topic_score_gemma":0.0003247483,"domain_scores_codex":[0.9974102,0.00009601943,0.0005607113,0.000600746,0.0008112861,0.0005210278],"domain_scores_gemma":[0.9986118,0.00005712917,0.0003697837,0.0008380567,0.0001098359,0.00001340913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000116063,0.0008482994,0.1733265,0.002832521,0.0001283063,0.00005612803,0.004230546,0.00006825075,0.00001578221,0.1801228,0.6289721,0.0092826],"study_design_scores_gemma":[0.0006812611,0.000006821833,0.1007607,0.00009704824,0.00009040302,0.000001311173,0.002541639,0.003114439,0.000004769007,0.07273448,0.8191878,0.0007793926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3409905,0.0005547481,0.000418759,0.06279835,0.002750351,0.003962674,0.00009425026,0.0005567891,0.5878736],"genre_scores_gemma":[0.9623773,0.00002848841,0.00007260545,0.03149576,0.001857063,0.0004443426,0.0007409082,0.00004020624,0.002943294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6213868,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09026783303439936,"score_gpt":0.3255197017642203,"score_spread":0.235251868729821,"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."}}