{"id":"W6987832750","doi":"","title":"Us and Them, Now and Then: 
\\nA historical comparison of the representation of diversity 
\\nand gender equality in Québec’s elementary school textbook illustrations","year":2020,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Circumstantial evidence; Point (geometry); Set (abstract data type); Work (physics); Representation (politics); Exposition (narrative)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007079676,0.0001965853,0.0004982172,0.0003114387,0.001536555,0.0000439085,0.0006616919,0.0002383924,0.00006470022],"category_scores_gemma":[0.0003519094,0.0001940272,0.0001356157,0.0009218223,0.0009223713,0.0002411286,0.0007131699,0.0008435223,0.000001575392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596181,"about_ca_system_score_gemma":0.001294519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5161547,"about_ca_topic_score_gemma":0.76711,"domain_scores_codex":[0.9960805,0.001495964,0.0004079573,0.0005529853,0.00107731,0.0003853171],"domain_scores_gemma":[0.9982932,0.0004706864,0.0003892757,0.0003891846,0.0002509136,0.0002067534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002351567,0.0001012046,0.9504693,0.0001473378,0.0001358516,0.0000236253,0.04586,0.000004346007,0.0006680151,0.001171568,0.0009963606,0.0001871966],"study_design_scores_gemma":[0.0005164469,0.00009795505,0.8477398,0.00005177498,0.0001059259,9.636071e-7,0.1465555,0.00002069323,0.001773554,0.0004041763,0.002548307,0.0001849287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8953441,0.0005577278,0.00001013466,0.0007200042,0.0003325149,0.0006986468,0.00001316019,0.00001901865,0.1023047],"genre_scores_gemma":[0.9909344,0.0003614457,0.00001647172,0.000007793807,0.0001006322,0.000002961824,0.00001376152,0.00001257566,0.008549955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2509553,"threshold_uncertainty_score":0.9997633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09892014140038448,"score_gpt":0.3530149668220124,"score_spread":0.254094825421628,"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."}}