{"id":"W7100609564","doi":"","title":"16Copyright © Canadian Research & Development Center of Sciences and Cultures 17","year":2011,"lang":"en","type":"article","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Construct (python library); Affect (linguistics); Construct validity; Language proficiency; Language assessment; Center (category theory)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001194543,0.0004675205,0.0003598745,0.001609353,0.002703216,0.003533266,0.0005768267,0.0006878217,0.1855344],"category_scores_gemma":[0.002361017,0.0002278605,0.0001939731,0.002999776,0.001253768,0.001237672,0.001707204,0.0006760142,0.04962162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007435299,"about_ca_system_score_gemma":0.0326592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4180532,"about_ca_topic_score_gemma":0.5319782,"domain_scores_codex":[0.9991117,0.0000920602,0.00004426737,0.0001295308,0.0004298507,0.0001924977],"domain_scores_gemma":[0.9968666,0.0002064017,0.00009464262,0.000260592,0.001848278,0.0007234766],"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":[0.00008344897,0.00009095072,0.01290237,0.0003254028,0.000006535992,0.0002950299,0.001278043,0.0001925087,0.001534743,0.04323684,0.4746625,0.4653916],"study_design_scores_gemma":[0.000003963862,0.00001245265,0.01229215,0.00009297584,0.000001953732,0.0001024613,0.0005397826,0.00007226741,0.0003896587,0.0004327378,0.9860524,0.000007248714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01497594,0.002743691,0.001370211,0.005442847,0.0007833124,0.0001290145,0.004610883,0.0003988212,0.9695453],"genre_scores_gemma":[0.08794899,0.005283506,0.006383468,0.0006852499,0.00009829127,0.00009831583,0.003098987,0.0001926532,0.8962105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8144656,"threshold_uncertainty_score":0.8312397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8884788864428674,"score_gpt":0.5808004734848119,"score_spread":0.3076784129580555,"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."}}