{"id":"W7046882990","doi":"","title":"Equity, Diversity & Canadian Labour","year":2023,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Work (physics); Government (linguistics); Population; Quality (philosophy); Variety (cybernetics); Variation (astronomy)","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":[0.0002154,0.0001866874,0.0001939986,0.00876377,0.0006744299,0.000039541,0.0006223897,0.0001098343,0.0004324243],"category_scores_gemma":[0.00002352991,0.0002200116,0.0001204147,0.008883323,0.00008441088,0.0002700576,0.001211448,0.0002979572,0.0009118105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558431,"about_ca_system_score_gemma":0.0005860541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9654391,"about_ca_topic_score_gemma":0.7406641,"domain_scores_codex":[0.9986334,0.00005895878,0.00009295193,0.0003784279,0.0001964659,0.0006397945],"domain_scores_gemma":[0.9991999,0.00004865657,0.00004604494,0.0004001828,0.0001271267,0.0001781044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002430139,0.0002565561,0.6081949,0.00007723133,0.0006815594,0.0004839883,0.01676477,0.00006226455,0.00008202776,0.2494661,0.008956887,0.1149494],"study_design_scores_gemma":[0.0004479907,0.00002128794,0.0007944587,0.00001171064,0.00004207786,0.000002089633,0.006370058,0.00002201254,0.0001305588,0.0000604683,0.9918371,0.0002601761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6265192,2.243186e-7,0.00006856299,0.0003790241,0.0002025527,0.0001463909,0.0001073271,0.0004034796,0.3721732],"genre_scores_gemma":[0.9984586,0.0007361464,0.0001385834,0.00007387385,0.0001245805,0.000001196522,0.00007602219,0.00001992478,0.0003710427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9828802,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103033777282575,"score_gpt":0.2583052042516475,"score_spread":0.2172748664788217,"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."}}