{"id":"W3150416879","doi":"10.29173/iasl7958","title":"Biography: Gateway to Learning and Literacy","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biography; Literacy; Gateway (web page); Resource (disambiguation); Sociology; Pedagogy; Computer science; Political science; World Wide Web; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003439961,0.000117461,0.0001708778,0.0001296496,0.0006083488,0.0003858819,0.0001409948,0.00009785528,0.0002735925],"category_scores_gemma":[0.0007645527,0.0001239625,0.0000462449,0.0006169441,0.0001967156,0.0003313822,0.00006621587,0.0002513676,0.00005145443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004057312,"about_ca_system_score_gemma":0.000286552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005899854,"about_ca_topic_score_gemma":0.00009515214,"domain_scores_codex":[0.9987954,0.00003174042,0.000152229,0.0003699321,0.0002616168,0.0003890306],"domain_scores_gemma":[0.9985504,0.00007147732,0.00005007508,0.00003923806,0.000905189,0.0003836886],"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":[0.00001019555,0.00003979078,0.05557872,0.00002136099,0.00001065056,0.000005964289,0.9046015,6.640393e-8,0.0003461149,0.01511106,0.002935567,0.02133906],"study_design_scores_gemma":[0.000085924,0.00008310479,0.00332439,0.00005173433,0.000009868604,0.000003738938,0.3562316,0.000003257473,0.0001080921,0.00160922,0.6382957,0.0001934321],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463778,0.0004484385,0.00004174899,0.007732755,0.0002795147,0.00008112421,0.000004766854,0.0001644146,0.04486941],"genre_scores_gemma":[0.9893469,0.0001776006,0.001042653,0.000461104,0.0003075372,0.00001445773,0.000002379792,0.00001030283,0.008637022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6353601,"threshold_uncertainty_score":0.5055043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05660743292250441,"score_gpt":0.3730933836296234,"score_spread":0.3164859507071189,"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."}}