{"id":"W4399739795","doi":"10.7759/cureus.62524","title":"Mood Disorders in the Wake of Traumatic Brain Injury: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Mood; Mood disorders; Psychology; Wake; Psychiatry; Medicine; Clinical psychology; Physics; Anxiety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003412878,0.001100302,0.004564313,0.00678396,0.0006191827,0.002048158,0.001259856,0.001560695,0.004107219],"category_scores_gemma":[0.02035886,0.0006312139,0.005069394,0.006820921,0.0005155941,0.001549779,0.001356185,0.001026097,0.0002827564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494977,"about_ca_system_score_gemma":0.00913502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007107787,"about_ca_topic_score_gemma":0.0268681,"domain_scores_codex":[0.9972237,0.000851815,0.001039702,0.0002393488,0.0005377789,0.0001075962],"domain_scores_gemma":[0.9894404,0.007508187,0.001968454,0.0001102808,0.0008214518,0.0001512351],"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":[0.0001128954,0.00001301187,0.0004554704,0.9462478,0.003776591,0.0001359851,0.0001735343,0.00007126478,0.0001077833,0.0001987189,0.002093038,0.04661372],"study_design_scores_gemma":[0.0001457876,0.0001432863,0.003934877,0.9267729,0.03624996,0.000757936,0.000318405,0.00005987404,0.0001077865,0.000359891,0.03111482,0.000034423],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003964549,0.9988828,0.00006253262,0.000163759,0.00007856292,0.0001102367,0.0001493051,0.000003577593,0.0001528076],"genre_scores_gemma":[0.004378332,0.9947354,0.0002137045,0.0002775675,0.00005458283,0.0001658397,0.00009736736,0.000001671634,0.00007545898],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007107787,"threshold_uncertainty_score":0.01810241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390613771179954,"score_gpt":0.4499773556140633,"score_spread":0.3109159784960679,"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."}}