{"id":"W4230562880","doi":"10.32920/ryerson.14636391","title":"Review [untitled]","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.002523451,0.002118565,0.004528892,0.007281346,0.001246711,0.008141141,0.003652742,0.004008178,0.4173334],"category_scores_gemma":[0.02032811,0.001019004,0.001566338,0.01082425,0.001333884,0.004206576,0.003136128,0.003906024,0.3208406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341011,"about_ca_system_score_gemma":0.009612316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008122603,"about_ca_topic_score_gemma":0.01386561,"domain_scores_codex":[0.9969367,0.0003057983,0.000375509,0.0004706014,0.001656089,0.0002552973],"domain_scores_gemma":[0.9859761,0.002298749,0.001374451,0.0008610623,0.008543422,0.0009461415],"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":[0.0000154622,0.000003937252,0.000009655689,0.002740698,0.00001659001,0.00002617135,0.000008662091,0.00001202876,0.00006165739,0.0002807962,0.9760425,0.02078188],"study_design_scores_gemma":[0.00002306636,0.00001156045,0.0002431875,0.002309349,0.00003231026,0.00009089219,0.00001428028,0.00001219939,0.0000432345,0.0003076682,0.9968981,0.00001427482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001992759,0.4965093,0.001036,0.02813123,0.2811543,0.0008285199,0.02942522,0.001868604,0.1608476],"genre_scores_gemma":[0.003139587,0.3799277,0.002045433,0.04676549,0.07146008,0.001565437,0.03453916,0.001085291,0.4594718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5826666,"threshold_uncertainty_score":0.8311032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07802963252486844,"score_gpt":0.2734555299568144,"score_spread":0.1954258974319459,"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."}}