{"id":"W3083114976","doi":"10.1089/neu.2020.7130","title":"Heading in the Right Direction: A Critical Review of Studies Examining the Effects of Heading in Soccer Players","year":2020,"lang":"en","type":"review","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"Canadian Institutes of Health Research","keywords":"Heading (navigation); Standardization; Poison control; Athletes; Injury prevention; Systematic review; Physical medicine and rehabilitation; Medicine; Psychology; Human factors and ergonomics; Applied psychology; MEDLINE; Medical emergency; Physical therapy; Computer science; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03201614,0.00221742,0.009272682,0.01685663,0.001495071,0.004951972,0.003017037,0.003748792,0.004966259],"category_scores_gemma":[0.1358098,0.001813137,0.01062984,0.0143166,0.002075919,0.00628236,0.002774082,0.002597549,0.0006011294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006903267,"about_ca_system_score_gemma":0.02901983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008714799,"about_ca_topic_score_gemma":0.02674304,"domain_scores_codex":[0.9676473,0.01174941,0.01395536,0.001616983,0.004403195,0.000627686],"domain_scores_gemma":[0.901693,0.0706114,0.01263394,0.001808993,0.01263965,0.0006129061],"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":[0.0001883921,0.00001188006,0.0003276884,0.9627767,0.004229096,0.0001433983,0.0006243068,0.00005791865,0.0002040277,0.0003426751,0.002256979,0.02883679],"study_design_scores_gemma":[0.0001147126,0.0001184406,0.001240556,0.9471624,0.02792243,0.0002177575,0.0005216086,0.00003054424,0.0001745051,0.0005356412,0.02192774,0.00003357733],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006462197,0.9962495,0.0003736279,0.00106274,0.0005772379,0.0006018101,0.0002024873,0.00001109193,0.000275336],"genre_scores_gemma":[0.01044144,0.9821249,0.001830843,0.002898465,0.0003834336,0.00183698,0.0002422677,0.0000161557,0.0002254887],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03201614,"threshold_uncertainty_score":0.1693196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4204292019499409,"score_gpt":0.5146314609320732,"score_spread":0.09420225898213236,"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."}}