{"id":"W4307440255","doi":"10.25071/28169344.12","title":"Reimagining home-based learning through comparisons of alternative schooling methods","year":2022,"lang":"en","type":"article","venue":"YU-WRITE Journal of Graduate Student Research in Education","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Narrative; Pedagogy; Conversation; Sociology; Space (punctuation); Psychology; Mathematics education; Computer science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01427833,0.000103164,0.0003268156,0.0008242565,0.001433291,0.0001159764,0.0006515591,0.00002901045,0.0001261743],"category_scores_gemma":[0.0007301984,0.00008227483,0.0001268804,0.001659393,0.0003473564,0.0004236455,0.000230335,0.001681474,0.000004061303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121273,"about_ca_system_score_gemma":0.002453949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005270361,"about_ca_topic_score_gemma":0.00008747073,"domain_scores_codex":[0.9936076,0.002817403,0.0006880112,0.0001915213,0.002261381,0.0004341186],"domain_scores_gemma":[0.9969119,0.0006994792,0.0006369363,0.0001344991,0.001485537,0.0001316127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002917153,0.004398302,0.3689937,0.000106423,0.0003214898,0.00001918389,0.4600086,0.01740379,0.0003168928,0.01690354,0.01899597,0.1122403],"study_design_scores_gemma":[0.000628424,0.0003204218,0.03758113,0.0001676734,0.00001933214,0.000003724472,0.8018373,0.0001141271,0.00009701927,0.003756536,0.1553481,0.0001262432],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443392,0.002518821,0.001555391,0.0246096,0.006059609,0.0006114354,0.00000399249,0.00001615581,0.02028582],"genre_scores_gemma":[0.9862133,0.001721639,0.01059032,0.00005872989,0.0005935747,0.00003714022,0.000003946563,0.00001252206,0.0007688031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418286,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3931070196330151,"score_gpt":0.5963397017933391,"score_spread":0.203232682160324,"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."}}