{"id":"W7117140148","doi":"10.11575/prism/50863","title":"Team-based Development of Equity Policies: A Case Study of System Education Leaders in Canada Who Identify as Gay Men","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extant taxon; Equity (law); Situated; Hegemony; Qualitative research; Framing (construction); Human sexuality; Power (physics); Higher education; Inequality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002617473,0.0005119067,0.0004564335,0.0009705533,0.03321401,0.004545458,0.002522529,0.002285614,0.003312476],"category_scores_gemma":[0.005049636,0.0004375673,0.0003515643,0.001355316,0.008536647,0.001563917,0.004529563,0.003880362,0.0002605148],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0504845,"about_ca_system_score_gemma":0.08252677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9046598,"about_ca_topic_score_gemma":0.976493,"domain_scores_codex":[0.9959319,0.0014333,0.00006112354,0.0002317765,0.0005804801,0.001761478],"domain_scores_gemma":[0.9953712,0.0009642476,0.0003190255,0.0001198082,0.0007687616,0.002456871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005886691,0.0002625742,0.02000874,0.0001445533,0.00001293016,0.008983776,0.9444428,0.0002959234,0.0008578647,0.006120263,0.004429938,0.0143818],"study_design_scores_gemma":[0.000005960539,0.00005284551,0.005008689,0.0001115143,0.000007352257,0.0004377658,0.9774857,0.0002451055,0.0002348928,0.0003188807,0.01607454,0.00001682204],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9849695,0.0003933487,0.0008212177,0.004675196,0.00007172463,0.0001517171,0.00007144003,0.00001331232,0.008832661],"genre_scores_gemma":[0.9909993,0.0005695007,0.001056991,0.00122761,0.00001448342,0.00004654306,0.00003185642,0.00001679795,0.006036844],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9495155,"threshold_uncertainty_score":0.3662924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07783670854177505,"score_gpt":0.4071924527033418,"score_spread":0.3293557441615667,"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."}}