{"id":"W4239574301","doi":"10.36510/learnland.v2i2.847","title":"Statement of Purpose","year":2017,"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); Philosophy; Linguistics","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":[0.0001411555,0.00004324067,0.00006480046,0.00002754342,0.0001118948,0.00003497224,0.00007835655,0.000021736,0.004590583],"category_scores_gemma":[0.00003662365,0.0000403956,0.00002046111,0.000008288006,0.00001077028,0.00008154562,0.000011976,0.00006906068,0.0007968823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009959476,"about_ca_system_score_gemma":0.000003196361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.585712e-7,"about_ca_topic_score_gemma":0.00001173275,"domain_scores_codex":[0.999683,0.00001320955,0.00009574406,0.00004724947,0.00009110754,0.00006967242],"domain_scores_gemma":[0.9997842,0.000007979256,0.00004344469,0.0001264444,0.00001759304,0.0000203512],"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":[0.00002762591,0.00005441708,0.1318305,0.0003560413,0.0001175389,0.000005792677,0.007687823,0.5463253,0.08041477,0.0001458627,0.05809386,0.1749404],"study_design_scores_gemma":[0.0007928867,0.00008496438,0.4488116,0.00006973068,0.0000219639,0.000001375054,0.0003590672,0.1572108,0.003336294,0.0001256302,0.388952,0.0002336467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764113,0.00003328742,0.0008436683,0.00003503552,0.0002664484,0.00003942319,8.080236e-7,0.0001144753,0.0222555],"genre_scores_gemma":[0.9980132,0.00004090985,0.0001360217,0.000003220814,0.0001089763,0.000003770246,0.000005786331,0.00000885906,0.001679277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891145,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267575688716192,"score_gpt":0.2789035939294299,"score_spread":0.256227837042268,"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."}}