{"id":"W4405570430","doi":"10.32920/28062557","title":"No one expected this to happen","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","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":[0.004596501,0.0006479683,0.0005531191,0.0004374852,0.01127229,0.007824705,0.001131605,0.005227815,0.02993025],"category_scores_gemma":[0.01589366,0.0003552522,0.0006688738,0.0003246178,0.01517534,0.008914181,0.006889699,0.01292097,0.01560799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002643842,"about_ca_system_score_gemma":0.003289389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00390011,"about_ca_topic_score_gemma":0.003903151,"domain_scores_codex":[0.9948084,0.002076328,0.0001787019,0.0009208894,0.001109743,0.0009059478],"domain_scores_gemma":[0.9943563,0.00083026,0.0006653612,0.0006608189,0.001781265,0.001705927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001530585,0.000118073,0.003169428,0.0003080133,0.00007479535,0.001782805,0.08677642,0.0001709843,0.001325653,0.4658482,0.4078501,0.03242252],"study_design_scores_gemma":[0.00001429538,0.00005389153,0.000502469,0.0002322088,0.00001260472,0.0007659944,0.03913264,0.00007508582,0.000283012,0.02674797,0.9321308,0.0000489781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02514564,0.004070667,0.007878869,0.3572181,0.03364487,0.0001928031,0.0003449004,0.000387384,0.5711167],"genre_scores_gemma":[0.360995,0.002600001,0.003159824,0.1510381,0.002074332,0.0001703839,0.0001699462,0.0004926063,0.4792997],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02993025,"threshold_uncertainty_score":0.1001266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05346248808958473,"score_gpt":0.3708809075526811,"score_spread":0.3174184194630963,"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."}}