{"id":"W4221136568","doi":"10.29173/oer26","title":"ATESL Best Practices for Adult EAL and LINC Programming in Alberta","year":2022,"lang":"en","type":"book","venue":"","topic":"Muscle metabolism and nutrition","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008834986,0.0004870516,0.0001762231,0.001011549,0.0009364113,0.001250193,0.0008136061,0.0009113277,0.06324685],"category_scores_gemma":[0.0007908055,0.0001914632,0.0002028107,0.001051313,0.0004899344,0.0003726404,0.001065987,0.001156445,0.0146564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004807265,"about_ca_system_score_gemma":0.01085824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3959646,"about_ca_topic_score_gemma":0.7566708,"domain_scores_codex":[0.9997628,0.00001891609,0.000007321548,0.0000221834,0.0001372782,0.0000515543],"domain_scores_gemma":[0.9994466,0.000053842,0.00001541339,0.00001877041,0.0002055397,0.0002599231],"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":[0.00002493518,0.0000422862,0.0007726342,0.00008473793,0.000002496791,0.0002319212,0.0001490784,0.0002840055,0.0004391236,0.004618036,0.6647772,0.3285736],"study_design_scores_gemma":[0.000004382715,0.00001396785,0.001851544,0.0001624594,0.000002682472,0.0001485618,0.0001322524,0.00007117401,0.0001642664,0.001058122,0.9963853,0.000005425325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004623821,0.1034313,0.0103633,0.04593207,0.01064564,0.0001464882,0.00249129,0.002350001,0.8200161],"genre_scores_gemma":[0.009669636,0.04028409,0.01128043,0.003963407,0.0006855067,0.00006933732,0.0009140454,0.000272113,0.9328614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6040354,"threshold_uncertainty_score":0.7873197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012425993091305,"score_gpt":0.2894694516714676,"score_spread":0.2693451917405546,"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."}}