{"id":"W3215889892","doi":"10.1007/978-3-030-91608-4_56","title":"Multimodal Semi-supervised Bipolar Disorder Classification","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Mania; Classifier (UML); Bipolar disorder; Annotation; Artificial intelligence; Recall; Machine learning; Pattern recognition (psychology); Psychiatry; Cognitive psychology; Psychology; Cognition","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":[0.0006020743,0.0006473088,0.000614979,0.0005551383,0.0002155744,0.0005858436,0.0006397305,0.0004506185,0.004789497],"category_scores_gemma":[0.00085954,0.0001764478,0.0006969231,0.0004876168,0.0001286566,0.0003173514,0.0007807543,0.0004888533,0.003337239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001767359,"about_ca_system_score_gemma":0.0003533746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001473648,"about_ca_topic_score_gemma":0.004223646,"domain_scores_codex":[0.9997464,0.00008024855,0.00001985325,0.00006454324,0.00004386544,0.00004507043],"domain_scores_gemma":[0.9996898,0.0001267487,0.00002531239,0.00004859379,0.00008844925,0.0000211883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003814672,0.0001391021,0.004394316,0.0001800237,0.0001391739,0.00012691,0.00005469915,0.009447408,0.0147391,0.0008968385,0.04342072,0.9260802],"study_design_scores_gemma":[0.0000546482,0.000276512,0.01947252,0.0002059512,0.0002184474,0.001052409,0.0002442198,0.9207497,0.02110893,0.00953169,0.0270307,0.00005430433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1043403,0.008375826,0.8458827,0.001184458,0.0009174689,0.0003754893,0.0097807,0.007554369,0.02158873],"genre_scores_gemma":[0.6847571,0.002457855,0.250009,0.0006796495,0.0008158329,0.0005281377,0.02662776,0.0004980333,0.03362669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004789497,"threshold_uncertainty_score":0.0160225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035141876839191,"score_gpt":0.2930483051960947,"score_spread":0.2579064283569037,"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."}}