{"id":"W7041512485","doi":"","title":"Preface","year":2021,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","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":[0.002020212,0.0009237935,0.0006972958,0.003320941,0.002924109,0.004495321,0.001439954,0.001173585,0.5775763],"category_scores_gemma":[0.01567715,0.000338625,0.0005923835,0.002023411,0.0005950874,0.002273,0.002539086,0.002603349,0.472334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002504605,"about_ca_system_score_gemma":0.003906601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009343219,"about_ca_topic_score_gemma":0.0123662,"domain_scores_codex":[0.9987306,0.0001825636,0.000070822,0.0001950504,0.0006899295,0.0001310217],"domain_scores_gemma":[0.992162,0.001057107,0.0002377192,0.0006103611,0.00480159,0.00113115],"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":[0.00002400964,0.00001400953,0.00006072054,0.00005978561,0.000001053086,0.00002156527,0.00004824909,0.0000276099,0.00005258665,0.002275033,0.9746159,0.02279942],"study_design_scores_gemma":[0.000004031608,0.000007629199,0.0001878511,0.0001026863,0.000001235097,0.00002160948,0.00008185454,0.00001061708,0.00005024483,0.001217511,0.9983112,0.000003678124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001064456,0.006625551,0.004265896,0.02330092,0.1622245,0.000748198,0.01662205,0.001863805,0.7832847],"genre_scores_gemma":[0.002144948,0.001931972,0.001236693,0.00383827,0.007576696,0.000264953,0.00665785,0.0006029448,0.9757457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4224237,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006993964138532507,"score_gpt":0.2009094902453706,"score_spread":0.1939155261068381,"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."}}