{"id":"W7041859704","doi":"","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Open University of the Netherlands Research Portal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001741527,0.0008178132,0.0005596863,0.002843196,0.002430201,0.00375526,0.001114753,0.0009750674,0.47584],"category_scores_gemma":[0.01632536,0.0002708797,0.0004880204,0.001948317,0.0005393069,0.002429544,0.002029696,0.002822962,0.3641534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681574,"about_ca_system_score_gemma":0.002229655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005754558,"about_ca_topic_score_gemma":0.006371016,"domain_scores_codex":[0.9991274,0.0001505454,0.00005601251,0.0001237881,0.0004669626,0.0000752547],"domain_scores_gemma":[0.9926803,0.001113898,0.0002205796,0.0006114491,0.004498097,0.0008757352],"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":[0.00002153662,0.00001255788,0.00005525513,0.00005974549,0.000001042031,0.00002491418,0.00005047656,0.00002667213,0.00006743799,0.002628112,0.9733697,0.02368252],"study_design_scores_gemma":[0.000003518337,0.00000870556,0.0001865329,0.00009023419,0.00000109405,0.00003129377,0.00007220566,0.00001385882,0.00006648219,0.001403208,0.9981189,0.000003802909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001286458,0.006978499,0.006663268,0.03175965,0.2406271,0.0007967431,0.016059,0.002157261,0.6936721],"genre_scores_gemma":[0.003966662,0.003088453,0.00221624,0.005484658,0.02202775,0.0003126389,0.008256372,0.0009776156,0.9536697],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.52416,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568885847485872,"score_gpt":0.3935671763660657,"score_spread":0.2366785916174785,"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."}}