{"id":"W2173694558","doi":"10.1155/2015/178564","title":"Seasonal Affective Disorder: An Overview of Assessment and Treatment Approaches","year":2015,"lang":"en","type":"review","venue":"Depression Research and Treatment","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Medicine; Light therapy; Mood; Depression (economics); Psychiatry; Bipolar disorder; Antidepressant; Clinical psychology; Anxiety","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":[0.0009028617,0.001051521,0.001414215,0.002472649,0.0003682711,0.0009551643,0.00109368,0.001012228,0.004750472],"category_scores_gemma":[0.001205532,0.0002600949,0.001077199,0.001447268,0.0003403915,0.001029716,0.0006890673,0.001591931,0.001530278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008806994,"about_ca_system_score_gemma":0.001454829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002102159,"about_ca_topic_score_gemma":0.004372432,"domain_scores_codex":[0.9996624,0.00007233801,0.0000762684,0.00005915521,0.0001054641,0.00002443918],"domain_scores_gemma":[0.9995896,0.0002188996,0.00005193428,0.00001179708,0.0001014789,0.00002621623],"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":[0.00008178262,0.0001256711,0.0002294305,0.0130821,0.0001076343,0.0001170899,0.00005730179,0.0001979335,0.0003541324,0.001311192,0.01434516,0.9699905],"study_design_scores_gemma":[0.0001202808,0.0003477936,0.004606016,0.03993385,0.000637465,0.004613032,0.0002492217,0.0003728845,0.0004227881,0.00573643,0.9428966,0.00006364885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001498137,0.9978791,0.000227457,0.0003486243,0.0001242263,0.00002178923,0.00003567425,0.00001046341,0.00120281],"genre_scores_gemma":[0.00109862,0.997243,0.0007068605,0.0002144364,0.0002073457,0.00003749185,0.00006524417,0.000003131134,0.0004238502],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004750472,"threshold_uncertainty_score":0.01589185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4944789175868242,"score_gpt":0.4986595955372646,"score_spread":0.004180677950440415,"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."}}