{"id":"W4240478977","doi":"10.36510/learnland.v4i2.858","title":"Statement of Purpose","year":2011,"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":"","funders":"","keywords":"Statement (logic); Computer science; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001171676,0.00004395652,0.00005931326,0.00004343255,0.00002023683,0.000004056702,0.00003571773,0.00002139373,0.01668423],"category_scores_gemma":[0.000009552946,0.00004083308,0.00001928355,0.00003542235,0.000005980965,0.00004515835,0.000005441247,0.00006444439,0.001062647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009136285,"about_ca_system_score_gemma":0.000002814214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.125774e-7,"about_ca_topic_score_gemma":0.000006040131,"domain_scores_codex":[0.9996749,0.00001957626,0.0001113887,0.00004496386,0.00007841947,0.00007077216],"domain_scores_gemma":[0.9998841,0.000006702309,0.00002021497,0.00005147269,0.00001659626,0.00002096309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009937233,0.000241509,0.1618703,0.0007274938,0.0002844204,0.00001235466,0.1045818,0.3436157,0.1197769,0.0004954479,0.07988159,0.1884131],"study_design_scores_gemma":[0.001495906,0.0004071676,0.4382913,0.0001166513,0.00006595505,0.000005038989,0.002931271,0.1664041,0.01962669,0.0004764251,0.3695541,0.0006253645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604443,0.00004571395,0.001981622,0.000003538038,0.0001810493,0.00004190793,5.677405e-7,0.0001917544,0.03710957],"genre_scores_gemma":[0.9986452,0.00003059605,0.0004347025,0.000004293734,0.00005069764,0.000004593717,0.000006142138,0.000009752663,0.0008139709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2896725,"threshold_uncertainty_score":0.9997151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220063852977716,"score_gpt":0.2415308343827099,"score_spread":0.2093301958529327,"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."}}