{"id":"W7112094352","doi":"","title":"Preface","year":2023,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","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":[0.002035659,0.0009258779,0.0006951695,0.003352306,0.002924175,0.004491157,0.00143748,0.001182042,0.5802488],"category_scores_gemma":[0.01590753,0.0003402785,0.0005985778,0.002023339,0.0005945318,0.002262481,0.002548542,0.002600206,0.4747998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002491954,"about_ca_system_score_gemma":0.00393913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009363482,"about_ca_topic_score_gemma":0.0123522,"domain_scores_codex":[0.9987291,0.0001823199,0.00007165077,0.0001945591,0.0006911421,0.0001312203],"domain_scores_gemma":[0.9919757,0.001070211,0.0002419606,0.0006288011,0.004936453,0.001146894],"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":[0.0000241759,0.00001411983,0.0000614594,0.00005881042,0.000001059925,0.00002189228,0.00004767439,0.00002732337,0.00005289383,0.002238484,0.9747249,0.02272731],"study_design_scores_gemma":[0.000004140445,0.000007759619,0.0001902244,0.0001026128,0.000001266868,0.00002234238,0.00008244682,0.00001090296,0.00005119806,0.001231322,0.998292,0.000003745142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001072495,0.006393706,0.004368835,0.02312066,0.1614452,0.0007673695,0.01670704,0.001901422,0.7842233],"genre_scores_gemma":[0.002153632,0.001879457,0.001266646,0.003851695,0.007571339,0.0002711174,0.006664244,0.0006101577,0.9757317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4197512,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489922209966614,"score_gpt":0.2335603979391314,"score_spread":0.2186611758394652,"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."}}