{"id":"W6998371609","doi":"","title":"Against the Prevailing Winds: How Canadian Racialized Women Weathercasters Represent Themselves and Advocate for Diversity on Twitter","year":2022,"lang":"en","type":"other","venue":"MacSphere (McMaster University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Demotion","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.002024564,0.0003233104,0.0002603666,0.001097356,0.04120022,0.01079007,0.001567069,0.003141976,0.04175026],"category_scores_gemma":[0.01198443,0.0002598178,0.0003067506,0.002547055,0.005984651,0.004331979,0.004205118,0.004245031,0.005181726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02795303,"about_ca_system_score_gemma":0.0617636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9615703,"about_ca_topic_score_gemma":0.9841962,"domain_scores_codex":[0.9971882,0.0006917996,0.00004218769,0.0001195729,0.0006305121,0.001327782],"domain_scores_gemma":[0.9924318,0.001417777,0.000400477,0.0002130273,0.001812769,0.003724179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007672791,0.000053012,0.0176335,0.00009251817,0.00001797,0.0005192896,0.5031163,0.00008721301,0.0002743893,0.01421305,0.4248697,0.03904633],"study_design_scores_gemma":[0.000009765079,0.00001099285,0.008125318,0.0001246495,0.00001678503,0.00005268606,0.6032572,0.00007642979,0.00008261211,0.0009343029,0.3872703,0.00003886787],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2287704,0.002433318,0.0005836209,0.2110188,0.003199408,0.0001465229,0.001422873,0.0002133522,0.5522118],"genre_scores_gemma":[0.7040697,0.002799565,0.0004714288,0.03515923,0.0004840792,0.0001210912,0.0004790304,0.0002988205,0.256117],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04175026,"threshold_uncertainty_score":0.2028143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662660636498776,"score_gpt":0.2136401256185757,"score_spread":0.1870135192535879,"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."}}