{"id":"W4284699984","doi":"10.3390/ijerph19138204","title":"Outlining the Invisible: Experiences and Perspectives Regarding Concussion Recovery, Return-to-Work, and Resource Gaps","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"British Columbia Centre for Disease Control","keywords":"Concussion; Resource (disambiguation); Occupational safety and health; Work (physics); Health care; Medicine; Psychology; Best practice; Injury prevention; Poison control; Physical therapy; Nursing; Medical emergency; Engineering; Political science; Computer 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":[0.01079298,0.0006757798,0.001006259,0.001676549,0.02035957,0.007577764,0.002051248,0.003099312,0.002308997],"category_scores_gemma":[0.01636397,0.0008816482,0.0007302563,0.001444971,0.01600339,0.008038269,0.01368925,0.00610559,0.0003701739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004701633,"about_ca_system_score_gemma":0.00840673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05332907,"about_ca_topic_score_gemma":0.08633158,"domain_scores_codex":[0.987771,0.007150375,0.0004971939,0.000451951,0.001298353,0.002831153],"domain_scores_gemma":[0.9858859,0.007291201,0.001578487,0.0005049366,0.001467743,0.003271713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001941008,0.00002049663,0.003137558,0.00007357135,0.000004540151,0.0005848446,0.9912703,0.00001579413,0.0001914015,0.0005502982,0.0006618332,0.003470024],"study_design_scores_gemma":[0.000001434145,0.00002138065,0.001386161,0.00009559945,0.000003605405,0.0001928212,0.99305,0.00001344699,0.00004251024,0.0001471414,0.00503474,0.00001121872],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716744,0.00322388,0.0012687,0.01329203,0.0002639804,0.00004194415,0.00005162334,0.00002810368,0.01015525],"genre_scores_gemma":[0.9945105,0.001566454,0.0004167529,0.001254906,0.00004140446,0.00002945874,0.00002594449,0.00001989351,0.002134727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05332907,"threshold_uncertainty_score":0.1060373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391350513344699,"score_gpt":0.4083659701398732,"score_spread":0.2692309188054034,"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."}}