{"id":"W1848602183","doi":"10.20360/g28k5q","title":"Into a New Light: Re-Envisioning Educational Possibilities for Biography","year":2006,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Biography; Consummation; Sociology; Epistemology; Life writing; Value (mathematics); Literacy; Situated; Subject (documents); Philosophy; Literature; Art; Political science; Pedagogy; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001666016,0.00006479234,0.00008629807,0.0001000839,0.0004442258,0.0001351931,0.00006301232,0.00004929856,0.0002773277],"category_scores_gemma":[0.00012397,0.00005897599,0.00006037899,0.0001584278,0.00007696134,0.000169949,0.000008631281,0.00005275833,0.000005684686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002951659,"about_ca_system_score_gemma":0.0001528581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945141,"about_ca_topic_score_gemma":0.001365442,"domain_scores_codex":[0.9993956,0.00003316713,0.0001249522,0.000167382,0.0001034293,0.0001754531],"domain_scores_gemma":[0.999478,0.0002603979,0.00003811858,0.00008548438,0.00003873984,0.00009929167],"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":[0.00001470117,0.00008027693,0.009557567,0.00002793383,0.000008309679,0.000001747078,0.8246268,2.431773e-7,0.0001782924,0.09737004,0.03444528,0.03368878],"study_design_scores_gemma":[0.0002316967,0.00005060887,0.004890958,0.00004410991,0.00001403994,7.227513e-7,0.06634162,0.000002646158,0.00002314721,0.05914588,0.8690854,0.0001691294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215069,0.01368107,0.0001867776,0.01487722,0.0006982631,0.0001840864,0.00001201593,0.00008441776,0.04876928],"genre_scores_gemma":[0.9593515,0.00001863731,0.005532604,0.0004271169,0.002415873,0.00001360203,0.00002351707,0.000007905795,0.03220924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8346401,"threshold_uncertainty_score":0.9870781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341058631248666,"score_gpt":0.3709393038802482,"score_spread":0.3475287175677615,"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."}}