{"id":"W4304611212","doi":"10.1515/9781845459024-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"Berghahn Books","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002673057,0.0008385406,0.00078076,0.000423945,0.0002622071,0.00007570598,0.0007821213,0.0004315926,0.3455968],"category_scores_gemma":[0.00001273797,0.0009349124,0.0005432557,0.00001954708,0.0002124851,0.00012141,0.0006979593,0.001360825,0.2233234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006882906,"about_ca_system_score_gemma":0.0002083046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008204321,"about_ca_topic_score_gemma":0.0001002078,"domain_scores_codex":[0.996735,0.00004116778,0.0006105684,0.0009724696,0.001077633,0.0005632127],"domain_scores_gemma":[0.9976338,0.00007253714,0.0004572381,0.00152636,0.00007864933,0.0002314648],"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":[0.00004256305,0.00001257486,0.000006487465,0.00002203021,0.0002052217,0.0002385793,0.0000728463,0.000002745519,0.00007268131,0.2664021,0.7317861,0.001136114],"study_design_scores_gemma":[0.0004166479,0.00006910296,0.00001873105,0.00006939617,0.0002133382,0.00006972844,0.000005307505,0.000003231063,0.00002664988,0.02564137,0.9724925,0.0009739873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001118445,0.001051177,0.000006355076,0.0001744287,0.0008916546,0.0005732104,0.001044199,0.0007103693,0.9955374],"genre_scores_gemma":[0.0001995341,0.000006569132,0.000212747,0.001413406,0.0006937655,0.0001075532,0.0005616684,0.001072282,0.9957325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2407607,"threshold_uncertainty_score":0.9993101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581010658153252,"score_gpt":0.229329949917825,"score_spread":0.2035198433362925,"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."}}