{"id":"W4399797861","doi":"10.55016/ojs/ajer.v58i3.55638","title":"58.3 Front Matter","year":2012,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Optical and Acousto-Optic Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Simon Fraser University; University of Toronto; Charles Sturt University; Social Sciences and Humanities Research Council of Canada; Acadia University; University of Alberta; Louisiana Tech University; Mount Saint Vincent University; Nipissing University","keywords":"Front (military); Psychology; Mathematics education; Pedagogy; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003525474,0.00006669587,0.0001117065,0.000133982,0.0001023417,0.00003954525,0.0002754813,0.00003105616,0.146725],"category_scores_gemma":[0.000339899,0.00004826484,0.00007604335,0.000114087,0.0001248349,0.000276941,0.00007272571,0.0003817588,0.006184899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003925042,"about_ca_system_score_gemma":0.0001719592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000207693,"about_ca_topic_score_gemma":0.00000324589,"domain_scores_codex":[0.9989852,0.00004527379,0.0002231812,0.00006694654,0.000315823,0.0003635707],"domain_scores_gemma":[0.9963129,0.003066321,0.0000750806,0.0001312236,0.0002575025,0.0001570119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001678304,0.0006072634,0.693889,0.000007590009,0.0000736428,6.05598e-8,0.000254848,0.000003943574,0.0007831453,0.11279,0.1901271,0.00144665],"study_design_scores_gemma":[0.0008619353,0.0002913022,0.4453049,0.0001520717,0.00007351146,0.00005958338,0.004156785,0.00002679911,0.006351229,0.04956931,0.4926914,0.0004612472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6901903,0.0002454434,0.00003597589,0.01639687,0.0002670512,0.0000485828,0.000002094931,3.045004e-7,0.2928134],"genre_scores_gemma":[0.9181684,0.000003944535,0.0007845764,0.00004977704,0.001148276,0.000007109853,0.000002530534,0.000007567206,0.07982787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025642,"threshold_uncertainty_score":0.9945889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04473269803725134,"score_gpt":0.3708363691844736,"score_spread":0.3261036711472223,"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."}}