{"id":"W4280506584","doi":"10.31237/osf.io/ph9xg","title":"MENJADI GURU YANG PROFESIONAL DI ABAD KE-21","year":2022,"lang":"id","type":"preprint","venue":"","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002331591,0.0006165219,0.0006596816,0.0003174051,0.0006261652,0.0003450313,0.003260919,0.0003177038,0.009010404],"category_scores_gemma":[0.0005121575,0.0005747222,0.0004322781,0.000603216,0.000150252,0.0003233067,0.006000274,0.001822935,0.0006587643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449321,"about_ca_system_score_gemma":0.00346634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003947353,"about_ca_topic_score_gemma":0.00002686265,"domain_scores_codex":[0.9937809,0.001026112,0.0008709006,0.001806008,0.001679031,0.000837012],"domain_scores_gemma":[0.9952784,0.001350725,0.0004780531,0.001948294,0.0003526159,0.0005919339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007081218,0.002819061,0.01250667,0.0008642407,0.000379476,0.0001472979,0.01775819,0.0005136557,0.0008209556,0.6221802,0.09282623,0.2491132],"study_design_scores_gemma":[0.0005702088,0.0002427691,0.0498687,0.0002827894,0.00008791238,0.00006549402,0.001817069,0.006876928,0.0006811724,0.03349756,0.9045792,0.0014302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1197442,0.009444953,0.3394936,0.1059872,0.1357706,0.006657146,0.0002720229,0.001245068,0.2813853],"genre_scores_gemma":[0.005333304,0.000790898,0.7481838,0.003359856,0.002160754,0.00105041,0.0002115543,0.00007206421,0.2388373],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.811753,"threshold_uncertainty_score":0.9996704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07171270747559262,"score_gpt":0.3728964302989694,"score_spread":0.3011837228233768,"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."}}