{"id":"W7020207936","doi":"","title":"Kappaletarkastusautomaatio tarkkuusvalimossa","year":2015,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Child Abuse and Related Trauma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Subject (documents); Quarter (Canadian coin); Power (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001475202,0.002260766,0.002963948,0.001099825,0.0003900329,0.0002265521,0.001454484,0.002861927,0.03642107],"category_scores_gemma":[0.0003723308,0.001898291,0.00100849,0.001458774,0.0009445924,0.0002643034,0.000502375,0.003165001,0.06641735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006857092,"about_ca_system_score_gemma":0.001396874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004883707,"about_ca_topic_score_gemma":0.0002748067,"domain_scores_codex":[0.9909146,0.0006227294,0.00188349,0.002030121,0.002238132,0.002310901],"domain_scores_gemma":[0.9932017,0.0003539954,0.001143123,0.002934147,0.0006084915,0.001758556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001448016,0.002195698,0.0008681217,0.001842827,0.008235834,0.002972162,0.005878159,0.0001054428,0.0005391765,0.001874046,0.07259373,0.9014468],"study_design_scores_gemma":[0.005865972,0.0007322786,0.001453795,0.004764671,0.002914768,0.0006745416,0.0008262238,0.0003493302,0.0002033482,0.0008171485,0.9793752,0.002022733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005288474,0.02816086,0.00005283864,0.002186476,0.004027413,0.002441829,0.0004233193,0.001313964,0.9561048],"genre_scores_gemma":[0.01917511,0.004410068,0.0006054704,0.001158708,0.006011104,0.00009516587,0.001364695,0.00175302,0.9654267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9067814,"threshold_uncertainty_score":0.9991347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256466805780731,"score_gpt":0.2652488218538793,"score_spread":0.242684153796072,"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."}}