{"id":"W4244243521","doi":"10.1057/9781137460455_1","title":"Introduction","year":2015,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Event (particle physics); Authentic leadership; Psychology; Public relations; Sociology; Social psychology; Media studies; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005822035,0.0006027771,0.0003634118,0.0009085456,0.002248994,0.004595549,0.00129809,0.002268032,0.3031323],"category_scores_gemma":[0.001912935,0.0002057389,0.0003356497,0.001091033,0.001510095,0.003809824,0.002575334,0.002369812,0.1244699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261058,"about_ca_system_score_gemma":0.002245659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003512808,"about_ca_topic_score_gemma":0.004471096,"domain_scores_codex":[0.9993346,0.00009707428,0.00002509873,0.0001888028,0.0002644239,0.00008983787],"domain_scores_gemma":[0.999511,0.00009626246,0.00002665991,0.00005794525,0.00019674,0.0001113601],"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":[0.00002420921,0.00004408339,0.0002525178,0.0002540882,0.000002548996,0.0001637272,0.001890958,0.00011498,0.0002331262,0.185806,0.6612833,0.1499306],"study_design_scores_gemma":[7.71952e-7,0.000004757644,0.0001060633,0.0001219366,4.182275e-7,0.00006720813,0.0002292825,0.000009196102,0.00002289454,0.005249161,0.9941865,0.00000168483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008393939,0.007686303,0.0016163,0.006370277,0.004610406,0.00006872767,0.0005968564,0.0001490507,0.9780627],"genre_scores_gemma":[0.007225409,0.005565692,0.0009418678,0.003023153,0.001048465,0.00006602653,0.0006539171,0.0001070008,0.9813685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3031323,"threshold_uncertainty_score":0.9939973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070040930954427,"score_gpt":0.286496161206525,"score_spread":0.1794920681110823,"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."}}