{"id":"W45890371","doi":"","title":"Women in Non-Standard Jobs: The Public Policy Challenge","year":2015,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Temporary work; Business; Public policy; Autonomy; Job security; Labour economics; Economics; Public economics; Political science; Economic growth; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006181687,0.00008160029,0.0001191691,0.0001073777,0.0001530806,0.0002963572,0.0001740383,0.00002292714,0.001994525],"category_scores_gemma":[0.000071581,0.00004849891,0.00002745577,0.00006050081,0.0001866335,0.0002220255,0.0000646726,0.0001034215,0.0002317766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208083,"about_ca_system_score_gemma":0.0001971109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586936,"about_ca_topic_score_gemma":0.05477413,"domain_scores_codex":[0.9991868,0.00004941494,0.000140744,0.0001083746,0.0001831458,0.0003315431],"domain_scores_gemma":[0.9995432,0.00001959375,0.000028339,0.0001640169,0.0001202789,0.0001245102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008719926,0.00005924949,0.0006367373,0.000004410438,0.00001378273,0.000003931616,0.05582716,4.216839e-7,0.000001852433,0.9201463,0.02066333,0.002634097],"study_design_scores_gemma":[0.0003795047,0.0001175724,0.001026956,0.000003497241,0.000001029242,4.298617e-7,0.01723338,0.00003497479,0.00000534998,0.0504701,0.9306355,0.00009167281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3219346,0.00005366943,0.000002268003,0.02200971,0.0002480373,0.0001229477,0.000009986687,0.00002713033,0.6555917],"genre_scores_gemma":[0.9692086,0.00003561294,0.00000176697,0.000629878,0.000554123,0.00003286942,0.000001365074,0.000008296049,0.02952751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9099722,"threshold_uncertainty_score":0.9989178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08038728135412433,"score_gpt":0.2775906287646415,"score_spread":0.1972033474105172,"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."}}