{"id":"W4411993725","doi":"10.15353/cjds.v13i2.1133","title":"Testimonial of Tim Stainton","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Autobiographical and Biographical Writing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Testimonial; Psychology; Advertising; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003894329,0.0001057004,0.0002897612,0.000172608,0.0001931524,0.00009135705,0.0001344944,0.00003222084,0.0003682897],"category_scores_gemma":[0.0003621353,0.0000702843,0.0002882928,0.0001591906,0.002622027,0.0001353334,0.000015051,0.000208609,0.00000395742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417309,"about_ca_system_score_gemma":0.0001605717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004379579,"about_ca_topic_score_gemma":0.09898666,"domain_scores_codex":[0.9990449,0.00004017566,0.0004547292,0.0001081768,0.0001411447,0.0002108763],"domain_scores_gemma":[0.9990207,0.0002948694,0.00007952075,0.00008275267,0.0003146358,0.0002075231],"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":[0.00004825357,0.0001940203,0.1731465,0.001610995,0.001837639,0.0002288827,0.05679466,0.0000092682,0.00008958801,0.6705917,0.0292679,0.06618066],"study_design_scores_gemma":[0.0005209874,0.00173492,0.03778252,0.002047356,0.0005811393,0.00004902842,0.08726501,0.00007414691,0.0001690381,0.2041405,0.6649457,0.0006896646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612115,0.01836517,0.00000605927,0.01183208,0.001294458,0.0001056427,0.0001559347,0.00002338826,0.007005748],"genre_scores_gemma":[0.9991203,0.00007374516,0.00004213999,0.00006987076,0.0005510205,0.000001204917,8.952104e-7,0.000006782166,0.0001340176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6356778,"threshold_uncertainty_score":0.9660969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05943130353374511,"score_gpt":0.2845156802019221,"score_spread":0.225084376668177,"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."}}