{"id":"W1534385816","doi":"10.5539/res.v7n7p284","title":"Specifics of Development of the Integral Method of Knowledge Estimation","year":2015,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimation; Context (archaeology); Test (biology); Process (computing); Quality (philosophy); Cognition; Computer science; Psychology; Mathematics education; Epistemology; Engineering","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":[0.000978693,0.00005010141,0.0002389247,0.00004300488,0.000008886263,7.451732e-7,0.0003867815,0.000006344085,6.416535e-7],"category_scores_gemma":[0.0005662604,0.00003081038,0.00003948035,0.000298819,0.00005760649,0.0000266192,0.0002569912,0.00003554757,0.000003249807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000133561,"about_ca_system_score_gemma":0.00006076281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.119099e-7,"about_ca_topic_score_gemma":3.411587e-7,"domain_scores_codex":[0.9993119,0.0001148414,0.0003776671,0.00006727004,0.00008822614,0.00004007563],"domain_scores_gemma":[0.9990742,0.0000593344,0.0002452453,0.0002801752,0.0003311173,0.000009921871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001089728,0.0001724815,0.0002398595,0.01080162,0.0001518603,2.289652e-7,0.01060014,0.00005345623,0.0006285313,0.1353291,0.0071849,0.8348368],"study_design_scores_gemma":[0.001291627,0.0005862892,0.05739851,0.07707427,0.0003195482,0.00003928585,0.003242537,0.00432867,0.2873157,0.004454741,0.5630652,0.0008837045],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004092036,0.2620373,0.7128739,0.0008178031,0.0007735349,0.0003188061,0.00000149681,0.0000522036,0.01903294],"genre_scores_gemma":[0.1345581,0.01020437,0.8550606,0.00002175853,0.00001080989,0.000002917784,4.036546e-7,0.000006093956,0.0001349096],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8339531,"threshold_uncertainty_score":0.1256411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193175428870305,"score_gpt":0.3829000572840585,"score_spread":0.263582514397028,"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."}}