{"id":"W6960744066","doi":"10.14288/1.0431885","title":"Model School, Vancouver, B.C.","year":2023,"lang":"en","type":"other","venue":"Open Collections","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Image (mathematics); Image processing; Set (abstract data type); Work (physics); Reflection (computer programming)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000178419,0.0003589511,0.0004510779,0.0005103472,0.001508102,0.001110142,0.0009704936,0.000370563,0.02814112],"category_scores_gemma":[0.0001932495,0.000395025,0.000134327,0.003503843,0.0000593135,0.0001944647,0.0005362824,0.0004353713,0.01844066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006283239,"about_ca_system_score_gemma":0.001049308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1378311,"about_ca_topic_score_gemma":0.8379274,"domain_scores_codex":[0.9983224,0.00006287682,0.0002388379,0.0006442346,0.0003242976,0.000407386],"domain_scores_gemma":[0.99856,0.00004318171,0.0002061495,0.0008862938,0.00007435133,0.0002301004],"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":[0.00001254194,0.00008620165,0.000001227134,0.000007321214,0.0001942914,0.000006801932,0.000006755698,0.001082034,0.000003972073,0.00004167164,0.9985223,0.0000348361],"study_design_scores_gemma":[0.0006017757,0.00002098332,6.155279e-7,0.0001498161,0.0001021247,0.000002823104,0.00003883336,0.005336661,0.00000247187,0.001913961,0.9913805,0.0004494536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.473385e-8,0.00006161383,0.0003737957,0.0000113476,0.002154671,0.001634426,0.002190309,0.003133447,0.9904404],"genre_scores_gemma":[5.295033e-7,0.0001058426,0.003240385,0.00006328565,0.0003491775,0.001143388,0.00003808775,0.006920569,0.9881387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7000963,"threshold_uncertainty_score":0.9999268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04178541410193835,"score_gpt":0.3018482562435981,"score_spread":0.2600628421416598,"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."}}