{"id":"W4321376098","doi":"10.36456/pancasona.v2i1.6637","title":"STRATEGI PENULISAN SISTEMATIKA PENULISAN KARYA ILMIAH HASIL PTK BAGI GURU SMPN WILAYAH KOTA SURABAYA","year":2023,"lang":"id","type":"article","venue":"PANCASONA","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169714,0.0007753419,0.0004861083,0.00101957,0.002064779,0.006566629,0.001218425,0.000973024,0.06550541],"category_scores_gemma":[0.002584784,0.0004308989,0.0006761389,0.001246814,0.0008863714,0.002782944,0.002938753,0.001747476,0.01586072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002908954,"about_ca_system_score_gemma":0.006891691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008669516,"about_ca_topic_score_gemma":0.01484696,"domain_scores_codex":[0.9982592,0.0002421416,0.0000847588,0.0002323954,0.0008932133,0.0002882438],"domain_scores_gemma":[0.9979055,0.000463672,0.0001635986,0.0003174362,0.0007165355,0.0004333957],"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":[0.000526113,0.0005698319,0.01726095,0.00225904,0.0001132042,0.001698079,0.00710256,0.01022551,0.04815907,0.07436943,0.07228707,0.7654291],"study_design_scores_gemma":[0.00005282279,0.0004950486,0.02767283,0.0006155838,0.0001177833,0.0008916227,0.01007105,0.009523357,0.02163677,0.01981863,0.9089645,0.0001399527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1321992,0.004828935,0.08701261,0.007298089,0.00110891,0.001212385,0.001892931,0.003040828,0.7614062],"genre_scores_gemma":[0.4916185,0.005398391,0.05535367,0.0009483072,0.0002284306,0.0007886618,0.001692876,0.0006071224,0.443364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06550541,"threshold_uncertainty_score":0.2191374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511116115558515,"score_gpt":0.3800866757506808,"score_spread":0.2289750641948293,"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."}}