{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008753221,0.000389696,0.0003173242,0.0006923715,0.002157241,0.003298562,0.000457518,0.000784358,0.04715769],"category_scores_gemma":[0.001305157,0.0002229533,0.0002985451,0.0008270027,0.000618747,0.0009124872,0.001597323,0.001285311,0.009378283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200109,"about_ca_system_score_gemma":0.004078235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081505,"about_ca_topic_score_gemma":0.02548408,"domain_scores_codex":[0.9992028,0.0001527216,0.00003417142,0.0001436203,0.000234545,0.0002321457],"domain_scores_gemma":[0.9987501,0.0001747133,0.0001271425,0.00006627929,0.0004649252,0.000416786],"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":[0.001480634,0.001252887,0.1925324,0.001799467,0.000125433,0.003079358,0.01638317,0.0007749583,0.0301345,0.01794155,0.1108589,0.6236368],"study_design_scores_gemma":[0.00004003129,0.0004924457,0.1823615,0.000359526,0.00005691635,0.001024136,0.01223778,0.000358549,0.005723909,0.001714953,0.7955498,0.00008051899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5641105,0.01103295,0.004825474,0.01535926,0.001480305,0.0004732775,0.004278376,0.0008086857,0.3976312],"genre_scores_gemma":[0.6204689,0.005061029,0.004422807,0.001505129,0.0001512357,0.0002510446,0.002025156,0.0001559894,0.3659588],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04715769,"threshold_uncertainty_score":0.1577581,"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."}}