{"id":"W4252137971","doi":"10.25071/1923-9408.25921","title":"","year":2018,"lang":"","type":"article","venue":"Tessera","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.003678033,0.001911249,0.001597618,0.0008621631,0.003228033,0.001467027,0.003191652,0.00071938,0.007017677],"category_scores_gemma":[0.002216667,0.002193423,0.0005211777,0.006960262,0.007015884,0.00388093,0.001476489,0.001243201,0.1763532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008682855,"about_ca_system_score_gemma":0.0009942141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007979966,"about_ca_topic_score_gemma":0.001014658,"domain_scores_codex":[0.9858006,0.001208994,0.002330739,0.003196894,0.002218519,0.005244247],"domain_scores_gemma":[0.9866404,0.0006238976,0.001217326,0.005271304,0.004207574,0.002039503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003850416,0.003265104,0.1343829,0.0001706408,0.0006592575,0.0002938373,0.04038665,0.00001643908,0.7824442,0.007891576,0.01194855,0.01469038],"study_design_scores_gemma":[0.008569574,0.00665312,0.4260448,0.0006878003,0.0006935144,0.0002645152,0.002304283,0.008432912,0.4980848,0.006386091,0.03875897,0.003119648],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802553,0.003494925,0.0002199247,0.003870572,0.003318621,0.00176298,0.0002841524,0.001935258,0.004858233],"genre_scores_gemma":[0.9812261,0.00009085951,0.002925453,0.003295168,0.01064185,0.0001016695,0.00002431888,0.001048925,0.0006455889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916619,"threshold_uncertainty_score":0.9995695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334276142713388,"score_gpt":0.3103339009390455,"score_spread":0.2869911395119116,"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."}}