{"id":"W4317039808","doi":"10.32920/21909063","title":"Gender, Race, and Precarity: Theorizing the Parallels Between Early Childhood Educators and Sessional Faculty in Ontario","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Niagara College","funders":"York University","keywords":"Precarity; Parallels; Gender studies; Sociology; Praxis; Early childhood education; Narrative; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004074042,0.0003805631,0.0003116817,0.001865636,0.0272998,0.007989177,0.002139525,0.001643376,0.003613727],"category_scores_gemma":[0.007058613,0.0004371385,0.0002528365,0.002178936,0.04488976,0.004153665,0.007715989,0.001824,0.0001701665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0683955,"about_ca_system_score_gemma":0.05291877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8657799,"about_ca_topic_score_gemma":0.9356973,"domain_scores_codex":[0.9959219,0.001744014,0.00007906433,0.0002632828,0.0007913536,0.001200351],"domain_scores_gemma":[0.9947042,0.00228622,0.0008482873,0.0002382301,0.0008893891,0.001033768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001172346,0.000008937821,0.008919157,0.00002259884,0.000002583738,0.0003220267,0.9465885,0.00003715996,0.0001268259,0.04110183,0.0004260947,0.002432626],"study_design_scores_gemma":[0.000003915938,0.00001021918,0.01075634,0.0001078406,0.00000761852,0.00009929181,0.9483525,0.00007730237,0.00009754403,0.005594383,0.03488127,0.0000117985],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276806,0.001276682,0.001314274,0.01068621,0.00007192754,0.00004300023,0.00004307969,0.00001096887,0.1588732],"genre_scores_gemma":[0.994555,0.0003718266,0.0001206687,0.0002058883,0.000006633499,0.00001171013,0.000008008237,0.000006380152,0.004713928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9727002,"threshold_uncertainty_score":0.4962465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2172059350958529,"score_gpt":0.3459151391575626,"score_spread":0.1287092040617097,"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."}}