{"id":"W4409985549","doi":"10.1123/wspaj.2024-0126","title":"Evidence-Based Strategies to Enhance Women Sport Officials’ Recruitment and Retention","year":2025,"lang":"en","type":"article","venue":"Women in Sport and Physical Activity Journal","topic":"Sport Psychology and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.08614925,0.0006872021,0.0009017134,0.003599486,0.002854537,0.004456358,0.003674956,0.003443283,0.01190056],"category_scores_gemma":[0.15,0.0006114038,0.001195148,0.002015288,0.001377038,0.004268411,0.006621566,0.002813576,0.001850887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003214021,"about_ca_system_score_gemma":0.02788396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003057817,"about_ca_topic_score_gemma":0.01649857,"domain_scores_codex":[0.9420285,0.04535031,0.004372391,0.001088652,0.005058669,0.00210153],"domain_scores_gemma":[0.8943008,0.07415058,0.01022543,0.003262279,0.01068676,0.00737407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005750533,0.006653647,0.01688803,0.02759242,0.0004017474,0.0004010228,0.02000212,0.000484152,0.0008743631,0.005505811,0.03718122,0.8834404],"study_design_scores_gemma":[0.006165261,0.01390815,0.1092864,0.2903998,0.002238844,0.0008014435,0.1270177,0.002942592,0.005077201,0.03269051,0.4090205,0.0004516449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3108615,0.06883962,0.05511561,0.3881129,0.008313074,0.03649579,0.0009131584,0.0009906042,0.1303577],"genre_scores_gemma":[0.6876239,0.04636984,0.1828814,0.04209952,0.001644974,0.02907332,0.0004612373,0.00009508675,0.009750715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08614925,"threshold_uncertainty_score":0.4556062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06400778273587707,"score_gpt":0.3895320020927089,"score_spread":0.3255242193568318,"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."}}