{"id":"W4237768652","doi":"10.32920/ryerson.14645412","title":"Using adaptive designs to promote social interaction in an inclusive early learning environment: one child's story","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development","funders":"","keywords":"Narrative; Pseudonym; Autonomy; Pedagogy; Psychology; Qualitative research; Learning environment; Sociology; Political science; Art; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008192034,0.001047554,0.001227529,0.001728347,0.01244309,0.006558639,0.0027474,0.003620185,0.001677735],"category_scores_gemma":[0.01333856,0.0009521468,0.0008008498,0.001441829,0.01650377,0.006051785,0.009393265,0.005139041,0.0003987947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006271231,"about_ca_system_score_gemma":0.003474268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109341,"about_ca_topic_score_gemma":0.02179434,"domain_scores_codex":[0.9908847,0.006342868,0.0003162483,0.0005514775,0.0009863877,0.0009182954],"domain_scores_gemma":[0.9906247,0.006784025,0.000753947,0.0004597569,0.0005272097,0.0008504486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002669509,0.00005946981,0.001539967,0.0001487312,0.000007051524,0.002832727,0.9825659,0.00009063403,0.0008502384,0.005919817,0.000786887,0.005171978],"study_design_scores_gemma":[0.00001306155,0.0001534861,0.0021926,0.000291026,0.00001926126,0.004597766,0.9257805,0.0002047423,0.00135075,0.00184422,0.06350981,0.00004287172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494881,0.00219113,0.01596636,0.009454296,0.0001781934,0.0005557949,0.0002925499,0.0001373968,0.02173621],"genre_scores_gemma":[0.9797454,0.0019849,0.01122325,0.0007722007,0.00002649451,0.0005202135,0.0000791226,0.00008177745,0.00556661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01244309,"threshold_uncertainty_score":0.04550117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08912789391212732,"score_gpt":0.3661287064175845,"score_spread":0.2770008125054572,"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."}}