{"id":"W4411985745","doi":"10.15353/cjds.v13i2.1118","title":"Testimonial of K. Sonu Gaind","year":2024,"lang":"lt","type":"article","venue":"Canadian Journal of Disability Studies","topic":"South Asian Studies and Conflicts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Testimonial; Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001569054,0.0002639499,0.000838352,0.0001504066,0.0006644283,0.0001467294,0.0004375638,0.0001389817,0.0002467283],"category_scores_gemma":[0.003106358,0.0002226167,0.0004934716,0.0007688191,0.004857956,0.000221743,0.0000538239,0.0004180646,0.00003416864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009793552,"about_ca_system_score_gemma":0.003043457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02405049,"about_ca_topic_score_gemma":0.2430814,"domain_scores_codex":[0.9973339,0.0002455793,0.0009626446,0.0002852712,0.0004998936,0.0006726599],"domain_scores_gemma":[0.9970916,0.0008625047,0.0002953704,0.0002273372,0.0007502128,0.0007730015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005995946,0.0001355021,0.2976826,0.001357021,0.003922026,0.0006142206,0.5374919,0.00002685867,0.000011665,0.01394029,0.05392817,0.09082972],"study_design_scores_gemma":[0.0005136423,0.0007623796,0.05949149,0.00193654,0.0009887405,0.000038003,0.6228911,0.0000220916,0.0000285115,0.00824318,0.3045321,0.0005521766],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7303693,0.1998925,0.000008397516,0.04295336,0.008524777,0.0003726736,0.0002826806,0.00001751405,0.01757881],"genre_scores_gemma":[0.9963436,0.001214963,0.00006355892,0.0001074023,0.001502812,0.000002885409,3.78627e-7,0.00001717315,0.0007472631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659743,"threshold_uncertainty_score":0.9978502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07753385070001124,"score_gpt":0.3626154381681874,"score_spread":0.2850815874681761,"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."}}