{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003090215,0.001353327,0.001962808,0.0005800943,0.0008132519,0.0009164353,0.001527186,0.000764148,0.01850084],"category_scores_gemma":[0.00211616,0.00136892,0.0007832071,0.001744073,0.0004090157,0.0004977415,0.0004596085,0.001182311,0.0300157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002982478,"about_ca_system_score_gemma":0.001204981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002246341,"about_ca_topic_score_gemma":0.0003830089,"domain_scores_codex":[0.9915159,0.0009929137,0.002358247,0.001452217,0.001736253,0.001944434],"domain_scores_gemma":[0.9907974,0.003698417,0.001283767,0.002717224,0.0005669846,0.0009362097],"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":[0.000237236,0.003006346,0.004437685,0.03520421,0.001007841,0.0004795532,0.05005321,0.00002706874,0.00221491,0.1907852,0.7104805,0.002066317],"study_design_scores_gemma":[0.0144276,0.001661822,0.03486283,0.01363738,0.004222728,0.001428845,0.1112912,0.01841026,0.005234159,0.3001295,0.4822535,0.01244023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6260816,0.002377686,0.0002493112,0.0054691,0.005377436,0.003192019,0.0005861604,0.001372785,0.3552939],"genre_scores_gemma":[0.8447574,0.001036189,0.001946741,0.0005037652,0.001523326,0.0003772177,0.0006773427,0.0004952848,0.1486827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.228227,"threshold_uncertainty_score":0.9999217,"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."}}