{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157798,0.0008171577,0.0005808245,0.002433134,0.003421478,0.00633717,0.0009631894,0.001925061,0.8452333],"category_scores_gemma":[0.006259715,0.0003228536,0.0003723218,0.001543269,0.0006824333,0.001904916,0.003407512,0.002290269,0.6854536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589898,"about_ca_system_score_gemma":0.004551034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003605667,"about_ca_topic_score_gemma":0.01067805,"domain_scores_codex":[0.9989148,0.0001357813,0.00003114641,0.000144036,0.0005335117,0.0002406577],"domain_scores_gemma":[0.9942665,0.000319947,0.0001548704,0.0004593207,0.001893881,0.002905518],"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":[0.00004201558,0.00005071808,0.0004030794,0.00003825821,0.000002030736,0.00005557885,0.00004758011,0.00001848528,0.0001515611,0.00461915,0.9377776,0.05679386],"study_design_scores_gemma":[0.000005601855,0.000009428736,0.0004414727,0.00002334251,0.000001038063,0.00004659453,0.00008719296,0.00002397667,0.00006318047,0.0008348281,0.9984604,0.000002801493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005819325,0.0003909605,0.0003017029,0.00433647,0.004034505,0.00004390347,0.000696081,0.0005211874,0.9890934],"genre_scores_gemma":[0.002090534,0.0001574404,0.0001276838,0.0007135367,0.0003618795,0.00001164854,0.0003232591,0.0001288096,0.996085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8452333,"threshold_uncertainty_score":0,"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."}}