{"id":"W7013621023","doi":"","title":"Editorial","year":2023,"lang":"en","type":"article","venue":"Åbo Akademi University Research Portal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003546705,0.0001562073,0.0001964279,0.001266961,0.0007446402,0.00005770154,0.0009577387,0.0003066262,0.001445308],"category_scores_gemma":[0.0008735501,0.0001843887,0.0001309893,0.00447348,0.000597719,0.0005507363,0.0008482637,0.001440184,0.04873325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468409,"about_ca_system_score_gemma":0.0005508215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005985338,"about_ca_topic_score_gemma":0.0001488083,"domain_scores_codex":[0.9950057,0.0005066668,0.0001466636,0.0005510391,0.002496423,0.001293547],"domain_scores_gemma":[0.9978836,0.0004357919,0.00004948483,0.0005168788,0.0005904395,0.0005237903],"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":[0.0001731851,0.00004530219,0.005115409,0.000009257844,0.00004014225,0.0008462999,0.0002707882,0.00002081385,0.004583714,0.005629307,0.9831237,0.0001420614],"study_design_scores_gemma":[0.000920133,0.00009967211,0.003425779,0.00001509836,0.00001032097,0.000006948133,0.003612709,0.0002534219,0.0002906671,0.0006458989,0.9905037,0.0002156527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6049189,0.0000234606,0.00001519465,0.0009648066,0.0463771,0.0008703534,0.0006462982,0.00278215,0.3434017],"genre_scores_gemma":[0.8654824,0.00008665175,0.00006085233,0.00001141875,0.07673492,0.000002483711,0.0003393079,0.000112798,0.05716912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2862326,"threshold_uncertainty_score":0.9994675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08939195991619961,"score_gpt":0.3716836086096228,"score_spread":0.2822916486934232,"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."}}