{"id":"W4233155860","doi":"10.1190/tle23080746.1","title":"Mutating SEG","year":2004,"lang":"vi","type":"article","venue":"The Leading Edge","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); Global Affairs Canada","funders":"","keywords":"Nice; Computer science; Section (typography); Operations research; Engineering; Operating system; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00111,0.0001343622,0.0001466402,0.00004943601,0.001305611,0.0002112365,0.0006420249,0.00009993502,0.0005665672],"category_scores_gemma":[0.0006625861,0.0001114873,0.00009032805,0.0004820333,0.0005313508,0.0002194191,0.00008609625,0.0003064249,0.009320304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003773234,"about_ca_system_score_gemma":0.0004056086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022062,"about_ca_topic_score_gemma":0.0003859012,"domain_scores_codex":[0.9985514,0.0002214137,0.0002101906,0.000235833,0.0003326373,0.0004485474],"domain_scores_gemma":[0.9989405,0.0004003918,0.0001573413,0.0002953754,0.00009653133,0.000109896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006103675,0.0001012752,0.001900334,0.0000333747,0.00006124633,0.000009377023,0.7210049,0.0003454911,0.0004051521,0.226364,0.02705873,0.02270997],"study_design_scores_gemma":[0.001470793,0.0001269026,0.006519136,0.0008891215,0.0002372093,0.0000146188,0.292329,0.00006888356,0.002430203,0.06337234,0.6314574,0.001084279],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5906509,0.001159507,0.0002393329,0.0445433,0.008285588,0.0004354796,0.000006520774,0.0001924017,0.354487],"genre_scores_gemma":[0.9628797,0.00006547973,0.0002001496,0.001108689,0.001678034,0.000009927928,0.000001255296,0.00001784763,0.03403887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6043987,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05816798032781326,"score_gpt":0.3631138215237368,"score_spread":0.3049458411959235,"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."}}