{"id":"W4414321053","doi":"10.54434/candj.223","title":"Allyship","year":2025,"lang":"en","type":"article","venue":"CAND Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003082491,0.00004427156,0.0000648995,0.0001071418,0.0001185748,0.00008392516,0.0001057533,0.00002277787,0.0004377015],"category_scores_gemma":[0.00008530697,0.00003578924,0.00004248862,0.0001539072,0.00003671199,0.00006425995,0.00001435029,0.0002171306,0.0006157057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008548347,"about_ca_system_score_gemma":0.0001888317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004720654,"about_ca_topic_score_gemma":0.00001999179,"domain_scores_codex":[0.9995632,0.00003800748,0.0001059318,0.00004965588,0.00009887002,0.0001442983],"domain_scores_gemma":[0.999724,0.00001916591,0.00003759839,0.00007310063,0.00006334794,0.00008277516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007596871,0.00003343922,0.03968647,0.000006931684,0.0001026518,0.000152298,0.000172473,0.00005117272,0.01139665,0.01075479,0.9238165,0.01375063],"study_design_scores_gemma":[0.001985885,0.00003915091,0.06071538,0.0001282487,0.000071445,0.0007100298,0.0003210734,0.0001088464,0.004811287,0.01958047,0.911361,0.000167113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.689777,0.002082348,0.001438914,0.002918808,0.001359849,0.00005503468,0.000007968402,0.00006221569,0.3022979],"genre_scores_gemma":[0.9902791,0.00001547246,0.0001741635,0.0004356571,0.0002272554,5.925793e-7,4.770802e-7,0.00001000949,0.00885729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005021,"threshold_uncertainty_score":0.7913857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007623934305384948,"score_gpt":0.2921834533527369,"score_spread":0.2845595190473519,"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."}}