{"id":"W4413776265","doi":"10.1097/iyc.0000000000000300","title":"Early Childhood Inclusion in Canada","year":2025,"lang":"en","type":"article","venue":"Infants & Young Children","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Inclusion (mineral); Political science; Sociology; Gender studies","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":[],"consensus_categories":[],"category_scores_codex":[0.0004233064,0.0001231155,0.0001567518,0.0001783192,0.0007159364,0.00007578157,0.0004683782,0.00007370643,0.000193185],"category_scores_gemma":[0.0001770686,0.0001284055,0.00003112667,0.0007015818,0.00005111033,0.0001688136,0.0004143992,0.0002069266,0.00003146775],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008793581,"about_ca_system_score_gemma":0.009919457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9854078,"about_ca_topic_score_gemma":0.9870152,"domain_scores_codex":[0.9984418,0.0001102362,0.0002879981,0.0002649764,0.0004987682,0.0003962565],"domain_scores_gemma":[0.999495,0.0000578313,0.00006419642,0.0002092417,0.00005325153,0.0001204776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002813902,0.00003790998,0.9468429,8.346718e-7,0.0000166285,0.000001752855,0.02804729,0.000004265768,0.000001982425,0.001761767,0.004116667,0.01916518],"study_design_scores_gemma":[0.0003385875,0.000003625588,0.9927105,0.00005892793,0.00000450264,7.278861e-7,0.0008279461,6.353715e-7,0.00003123389,0.00183544,0.004038132,0.000149795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153094,0.000266826,0.000005495652,0.003130811,0.0008005989,0.0003340234,0.000007745371,0.00004686271,0.0800982],"genre_scores_gemma":[0.996681,0.0001044569,0.0001072682,0.001830987,0.0001150782,0.00001177023,0.0000152565,0.000007749065,0.001126461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08137154,"threshold_uncertainty_score":0.9956934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003677633576522585,"score_gpt":0.2490479845816413,"score_spread":0.2453703510051187,"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."}}