{"id":"W4233034075","doi":"10.31227/osf.io/mxky6","title":"Pengantar proteksi katodik","year":2019,"lang":"id","type":"preprint","venue":"","topic":"Management and Optimization Techniques","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Art","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009504888,0.0009501602,0.0008822746,0.0009187254,0.0003297498,0.00232942,0.001496079,0.0006125582,0.04050526],"category_scores_gemma":[0.0001157075,0.0009147092,0.0004502081,0.0006356576,0.00009505028,0.001617467,0.003930248,0.0009170563,0.02564782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009617694,"about_ca_system_score_gemma":0.00008031254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009924708,"about_ca_topic_score_gemma":0.00009015424,"domain_scores_codex":[0.9960514,0.0000389877,0.0009942141,0.001373853,0.0007837785,0.0007577101],"domain_scores_gemma":[0.9968126,0.00004038541,0.001049502,0.001483403,0.0005824279,0.0000317058],"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":[0.0001391877,0.0005634241,0.0146374,0.01119199,0.0004866007,0.00003663658,0.0001218518,0.001110726,0.00005530958,0.1126667,0.8524159,0.006574256],"study_design_scores_gemma":[0.0006983653,0.00002213574,0.001172419,0.0006158041,0.0003613695,7.027572e-7,0.0002682947,0.02474539,0.0002686875,0.003883274,0.9664277,0.00153579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000981059,0.0002605823,0.04051543,0.00324675,0.002253758,0.005647298,0.000006206056,0.001599445,0.9454895],"genre_scores_gemma":[0.1717841,0.00132391,0.01260674,0.01143984,0.003968243,0.0006929942,0.001460091,0.0003775605,0.7963465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1708031,"threshold_uncertainty_score":0.9993303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01691800878371865,"score_gpt":0.2247790318623406,"score_spread":0.2078610230786219,"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."}}