{"id":"W1820062684","doi":"10.3968/2802","title":"SUBMISSION OF MANUSCRIPT","year":2012,"lang":"en","type":"article","venue":"Studies in mathematical sciences","topic":"Algebraic and Geometric Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002361673,0.0001021427,0.0003958901,0.0001991406,0.0001012044,0.000005859271,0.0002319814,0.00003806567,0.0002836317],"category_scores_gemma":[0.003922419,0.00006165826,0.00007739413,0.001269697,0.0008386405,0.0001521742,0.0001551831,0.00006697863,0.00003484124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000302983,"about_ca_system_score_gemma":0.00001158202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000436349,"about_ca_topic_score_gemma":0.000002136492,"domain_scores_codex":[0.9985699,0.00005715149,0.000417974,0.000135455,0.0004794704,0.0003400479],"domain_scores_gemma":[0.9983043,0.001312749,0.0001254826,0.0001477406,0.00004690585,0.00006281455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000306267,0.0003400751,0.01942444,0.0003476268,0.00006168168,0.000001260996,0.007674857,0.000001271959,0.00003113461,0.9679657,0.002662504,0.001486348],"study_design_scores_gemma":[0.00009200964,0.00004086018,0.001079418,0.0001203983,0.00004251058,0.00000375788,0.01716483,0.0001331393,0.000332129,0.9807649,0.0001208632,0.0001052379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369287,0.003706851,0.006745908,0.0004205646,0.0002008314,0.0001825871,0.000001075802,0.0000366981,0.05177671],"genre_scores_gemma":[0.9739354,0.0000924966,0.02532987,0.0000238841,0.00004379416,0.000009305912,7.384178e-8,0.000003843661,0.0005613825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05121533,"threshold_uncertainty_score":0.4695785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3195636686815619,"score_gpt":0.4608089776808244,"score_spread":0.1412453089992625,"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."}}