{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002920782,0.00008621089,0.0001646285,0.0002000942,0.0006193455,0.00006230279,0.003388232,0.00007174362,0.002543061],"category_scores_gemma":[0.0001525251,0.00007010566,0.00009774599,0.00192319,0.0005614017,0.000278324,0.003244783,0.0004037626,0.003944486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004953509,"about_ca_system_score_gemma":0.0002785551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002740788,"about_ca_topic_score_gemma":0.001905926,"domain_scores_codex":[0.997607,0.0005713701,0.00009361609,0.0002766457,0.0009600579,0.0004912959],"domain_scores_gemma":[0.9986351,0.0001723876,0.00007856778,0.0007604558,0.000225962,0.0001275154],"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":[0.0004134383,0.0001044288,0.03234287,0.00001896538,0.000114004,0.0001449421,0.002362834,0.000257722,0.009719351,0.001252778,0.9522065,0.001062145],"study_design_scores_gemma":[0.003541914,0.0003268817,0.273602,0.0001677119,0.00003764777,0.00001983168,0.02334037,0.002024729,0.004472036,0.002553347,0.6895165,0.0003969719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6860819,0.000009352971,0.000001907125,0.0008917337,0.00005635183,0.0006235424,0.0001140029,0.00006315778,0.312158],"genre_scores_gemma":[0.8461767,0.00002292754,0.00005712053,0.000005353234,0.00002161121,5.184944e-7,0.00002001147,0.00002597163,0.1536698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2626899,"threshold_uncertainty_score":0.9983687,"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."}}