{"id":"W4229899158","doi":"10.1007/978-1-4939-7131-2_101218","title":"SocialMediaLab","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003309759,0.0012896,0.0004718222,0.001990223,0.001350262,0.003930856,0.0008119881,0.001362638,0.535469],"category_scores_gemma":[0.001018961,0.0003948288,0.0003332696,0.001774618,0.0005668392,0.003854025,0.002253647,0.001754152,0.398891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008275104,"about_ca_system_score_gemma":0.0008913709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523691,"about_ca_topic_score_gemma":0.005031874,"domain_scores_codex":[0.9997498,0.00003219112,0.000008769737,0.00004861872,0.0001365704,0.00002394069],"domain_scores_gemma":[0.9996648,0.00009295231,0.00001212518,0.00006935881,0.00008342622,0.00007739468],"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":[0.00002127611,0.00005376821,0.00007983075,0.0001232903,0.000002399027,0.00003664646,0.0001892055,0.000112673,0.0007782598,0.02862562,0.5407563,0.4292209],"study_design_scores_gemma":[0.00000328758,0.000007210944,0.0001027037,0.00006887208,0.000001657207,0.00005962684,0.00005002677,0.0001141069,0.0003089242,0.006633655,0.9926457,0.000004231603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003319655,0.001933166,0.004246204,0.0008322207,0.0004064399,0.0000290265,0.0004761161,0.002279036,0.989466],"genre_scores_gemma":[0.00144747,0.001209436,0.001128071,0.0002146486,0.0001086923,0.00003350715,0.0003908208,0.0004445254,0.9950229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.535469,"threshold_uncertainty_score":0.6625971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06938838416965605,"score_gpt":0.4012519109883119,"score_spread":0.3318635268186559,"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."}}