{"id":"W7115565288","doi":"10.1108/978-1-83708-468-520251012","title":"Redefining Reality","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Social Science and Policy Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001336049,0.0001114731,0.0001933752,0.0001073025,0.0008263675,0.0001206027,0.000474833,0.0003997055,0.006845823],"category_scores_gemma":[0.0003828422,0.0001063021,0.0001276628,0.0001048133,0.0005992481,0.00006970319,0.0001094722,0.0003137389,0.0005617127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985893,"about_ca_system_score_gemma":0.001344332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02472972,"about_ca_topic_score_gemma":0.01532128,"domain_scores_codex":[0.9984043,0.00006066422,0.0001630559,0.000266896,0.0007188944,0.0003861593],"domain_scores_gemma":[0.9991463,0.0003057049,0.00005817921,0.0002123736,0.0001181197,0.0001592929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001244812,0.000001268805,0.00001426582,0.00000325857,0.000006300601,0.000001734012,0.001118314,2.008063e-8,1.982783e-7,0.7890236,0.1878512,0.02197853],"study_design_scores_gemma":[0.00001953631,0.000005348055,0.00001175105,0.0000305164,0.000005395537,3.792522e-8,0.0002736315,4.929062e-7,6.670932e-7,0.1942965,0.8052598,0.00009631756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001247373,0.00009791731,0.00001143684,0.01071864,0.0002684327,0.0001622165,0.0000131647,0.0001083067,0.9886187],"genre_scores_gemma":[0.0007318727,0.0007907273,0.00004834787,0.0007809748,0.000732294,0.000004501614,0.000006093595,0.000006764343,0.9968984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6174086,"threshold_uncertainty_score":0.9940621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167069850769346,"score_gpt":0.4814559301610888,"score_spread":0.2647489450841541,"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."}}