{"id":"W3213467652","doi":"10.32920/ryerson.14656875.v1","title":"Dissing learning disabilities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; Lakehead University; Centre for Social Innovation","funders":"","keywords":"Phenomenology (philosophy); Pedagogy; Qualitative research; Psychology; Learning disability; Lived experience; Mathematics education; Sociology; Developmental psychology; Social science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006360452,0.000112349,0.0001713137,0.00002610188,0.0004761145,0.0006660462,0.0002108142,0.000152655,0.01009521],"category_scores_gemma":[0.001644896,0.0001142099,0.0001373652,0.00008371128,0.0003805666,0.0000975029,0.0002904916,0.0003674839,0.00006019047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003096944,"about_ca_system_score_gemma":0.0007895713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101558,"about_ca_topic_score_gemma":0.005627144,"domain_scores_codex":[0.9984995,0.0003731367,0.0001953332,0.0003346294,0.0003513863,0.0002459773],"domain_scores_gemma":[0.99923,0.0002335206,0.00005177882,0.0002486614,0.00009920491,0.000136799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003460423,0.0004626216,0.1432928,0.0002305581,0.00005484304,8.205672e-7,0.7426256,0.0005622999,0.000008156349,0.0704537,0.004830119,0.037475],"study_design_scores_gemma":[0.00003652141,0.000005537961,0.003901565,0.0001060498,0.00001767718,1.020782e-7,0.7083674,0.00003583608,0.0000199563,0.006645964,0.2805793,0.0002840301],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5662684,0.0001186521,0.0002162387,0.01168569,0.001659549,0.0001731728,9.771084e-7,0.0002258441,0.4196515],"genre_scores_gemma":[0.9249431,0.00008423995,0.0006133604,0.00016849,0.0003866224,0.00003690364,0.00003934823,0.00001008399,0.07371785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586747,"threshold_uncertainty_score":0.9964356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08006829608587111,"score_gpt":0.3951241416863537,"score_spread":0.3150558456004826,"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."}}