{"id":"W2987116017","doi":"10.1093/bioinformatics/btz834","title":"DiscoRhythm: an easy-to-use web application and R package for discovering rhythmicity","year":2019,"lang":"en","type":"article","venue":"Bioinformatics","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; National Institute of Mental Health; Krembil Foundation","keywords":"Computer science; R package; World Wide Web; Software package; Web application; Software; Data science; Programming language","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":[0.003468251,0.003170884,0.002573505,0.003349377,0.001167968,0.002832025,0.005357807,0.001690712,0.06788827],"category_scores_gemma":[0.01569636,0.001796335,0.002797348,0.002637532,0.001119272,0.00221902,0.004421102,0.003179593,0.0687687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008541556,"about_ca_system_score_gemma":0.002865399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002798338,"about_ca_topic_score_gemma":0.003941584,"domain_scores_codex":[0.9979814,0.0005042182,0.0001732591,0.0006634684,0.0005202372,0.0001574459],"domain_scores_gemma":[0.9957452,0.002450644,0.000527027,0.0005775989,0.0004305988,0.0002688389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006930268,0.00006189753,0.004135676,0.003820458,0.0005969572,0.0003957594,0.0004671389,0.004105584,0.008024354,0.005624288,0.9059483,0.06612669],"study_design_scores_gemma":[0.0007311255,0.0002064428,0.009951533,0.0009164922,0.0004871305,0.00110736,0.0001866159,0.04080062,0.01644584,0.04468049,0.8840823,0.0004039313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.005011924,0.002419776,0.2211302,0.0009847364,0.0008267829,0.000498763,0.2320726,0.5279571,0.009098135],"genre_scores_gemma":[0.03285529,0.001959768,0.3810348,0.002018649,0.0004718761,0.003995026,0.2931172,0.2720551,0.01249238],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.06788827,"threshold_uncertainty_score":0.2271089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319673375291416,"score_gpt":0.2569678781145153,"score_spread":0.2337711443616012,"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."}}