{"id":"W4409666967","doi":"10.5325/jspecphil.39.2.0136","title":"Play and Inquiry","year":2025,"lang":"en","type":"article","venue":"The Journal of Speculative Philosophy","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000777707,0.00004656287,0.00008882964,0.00008891807,0.0002852605,0.00002793496,0.0001420626,0.0000240032,0.00006895708],"category_scores_gemma":[0.0001401585,0.00002992004,0.00002996243,0.000206261,0.0002786663,0.0001186073,0.00002657735,0.0001283817,0.000006959242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005212499,"about_ca_system_score_gemma":0.000283811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003317743,"about_ca_topic_score_gemma":0.0000119436,"domain_scores_codex":[0.9993659,0.0001488322,0.0001703673,0.00003940528,0.0001951688,0.0000803123],"domain_scores_gemma":[0.9994546,0.0001705265,0.0001286923,0.00005413447,0.0001390806,0.00005296978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004518309,0.00005017887,0.009626772,0.000004760418,0.0001115789,0.000002165049,0.2067237,0.00001589729,0.00005534078,0.7712995,0.008483919,0.003581051],"study_design_scores_gemma":[0.000398707,0.0000478101,0.2303933,0.0001112312,0.0000409459,0.000005572163,0.01428433,0.000001196137,0.000186772,0.7128428,0.0415963,0.00009104013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7082112,0.00160782,0.0004304256,0.09234392,0.001026731,0.0001510122,5.755591e-7,0.00001020417,0.1962181],"genre_scores_gemma":[0.9971908,0.0003375866,0.0003075665,0.001129422,0.0005255208,2.782236e-7,9.808511e-8,0.000002046071,0.0005066526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889796,"threshold_uncertainty_score":0.2194022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03793249574885933,"score_gpt":0.3514961523421193,"score_spread":0.31356365659326,"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."}}