{"id":"W4408481189","doi":"10.1186/s13643-025-02806-2","title":"Athlete monitoring in handball (ATHMON HB): a systematic review protocol","year":2025,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Sports Performance and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Data extraction; Protocol (science); Systematic review; MEDLINE; Applied psychology; Internal validity; External validity; Scale (ratio); Medical education; Physical therapy; Alternative medicine; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07880911,0.005505738,0.01586559,0.01368927,0.004161043,0.00763325,0.005266015,0.007102556,0.08172601],"category_scores_gemma":[0.07130936,0.006345993,0.01273887,0.0109384,0.004203741,0.00942165,0.005489962,0.006686039,0.01220121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01463619,"about_ca_system_score_gemma":0.07630649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006802517,"about_ca_topic_score_gemma":0.01420256,"domain_scores_codex":[0.9735677,0.01086596,0.008168452,0.002682347,0.003248212,0.001467362],"domain_scores_gemma":[0.9587359,0.01487791,0.008497517,0.004026528,0.01112211,0.002740126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.006887039,0.0005369678,0.001117545,0.9068708,0.002351527,0.0008421631,0.003494705,0.001134461,0.001506351,0.004808478,0.03108462,0.03936526],"study_design_scores_gemma":[0.04154175,0.003121624,0.01121668,0.6897025,0.0128041,0.00111054,0.00488768,0.002100531,0.002753185,0.01146832,0.2184108,0.0008823409],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004711403,0.002074792,0.00107867,0.0003000659,0.0001301155,0.9923884,0.003159059,0.00006844517,0.0003292633],"genre_scores_gemma":[0.0003511356,0.0008365972,0.001660896,0.0001374248,0.00001446069,0.9964288,0.0003767243,0.000005254764,0.0001887621],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08172601,"threshold_uncertainty_score":0.4167874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028751531792819,"score_gpt":0.4364882136045712,"score_spread":0.3336130604252893,"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."}}