{"id":"W4392432161","doi":"10.51644/pfpl7785","title":"Introduction","year":2006,"lang":"en","type":"article","venue":"Consensus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009119166,0.00005304325,0.00005402346,0.00004951111,0.00004057767,0.00001304122,0.00003190554,0.00002396654,0.0003226411],"category_scores_gemma":[0.00006831703,0.00005374162,0.00002071041,0.000143763,0.00007255095,0.00001145975,0.000009249206,0.00004668512,0.01591272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115303,"about_ca_system_score_gemma":0.00001652364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136116,"about_ca_topic_score_gemma":0.00004184181,"domain_scores_codex":[0.9995339,0.00002877421,0.00009038083,0.0001360354,0.00008057115,0.0001303492],"domain_scores_gemma":[0.9996922,0.00002264654,0.00002742982,0.0001874536,0.00005107242,0.00001919078],"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":[0.00001765568,0.00002341458,0.0011956,0.00000152176,0.000003320088,0.00001222467,0.000005750313,0.0000621639,0.08460092,0.008643838,0.904604,0.0008296031],"study_design_scores_gemma":[0.0002993518,0.00001056174,0.02242485,0.000001263223,0.00001046347,0.00009965318,0.00001785465,0.0001474035,0.01840892,0.002187401,0.9562895,0.0001028201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947348,0.0001683797,0.00001512678,0.002669558,0.0004851316,0.00007102419,0.00001148369,0.0003378939,0.04889339],"genre_scores_gemma":[0.9899847,2.345397e-7,0.0006649437,0.00002243687,0.001781879,0.000002699241,0.00001472203,0.0000239426,0.007504455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06619199,"threshold_uncertainty_score":0.9848535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009831054986833211,"score_gpt":0.227243708557162,"score_spread":0.2174126535703288,"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."}}