{"id":"W4412072953","doi":"10.36510/learnland.vi29.1135","title":"Statement of Purpose","year":2025,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Statement (logic); Computer science; Philosophy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02564138,0.001430263,0.00451578,0.003767146,0.002142985,0.01391323,0.003555698,0.008925119,0.1418884],"category_scores_gemma":[0.2681844,0.0007772971,0.002671946,0.001273581,0.004844842,0.003319436,0.006696327,0.005835519,0.03359567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004280132,"about_ca_system_score_gemma":0.02011419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007132898,"about_ca_topic_score_gemma":0.001313971,"domain_scores_codex":[0.9756605,0.009820409,0.002980794,0.002533049,0.007638774,0.001366524],"domain_scores_gemma":[0.8199244,0.07015444,0.0146954,0.01626967,0.06122801,0.01772808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003409424,0.000537964,0.00658255,0.05257152,0.0007666264,0.001431651,0.002356038,0.0007867402,0.001283978,0.0506313,0.7008867,0.1787555],"study_design_scores_gemma":[0.0007556909,0.0002997171,0.002009512,0.07782592,0.000396084,0.002269477,0.001883408,0.0007473485,0.0007965473,0.01383298,0.8990426,0.0001406734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00891216,0.07519365,0.03327845,0.2848446,0.2785355,0.08020217,0.0588947,0.002186877,0.1779519],"genre_scores_gemma":[0.125155,0.03632221,0.04826282,0.4018411,0.0958334,0.1464177,0.0196197,0.002172715,0.1243755],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8581116,"threshold_uncertainty_score":0.4746638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017992521132882,"score_gpt":0.2594971611877584,"score_spread":0.2493172359764296,"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."}}