{"id":"W4404916899","doi":"10.25071/2563-2418.106","title":"Kata Pengantar","year":2024,"lang":"en","type":"article","venue":"LOBO Annals of Sulawesi Research","topic":"Educational Research and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01681393,0.00006903726,0.0001315203,0.0004285535,0.0004603045,0.0002102866,0.0006291671,0.00009224624,0.002573702],"category_scores_gemma":[0.005195869,0.00006219621,0.00009813625,0.001490097,0.0009809457,0.0003105202,0.0001266133,0.0005220565,0.000485741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005535557,"about_ca_system_score_gemma":0.002383044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005207109,"about_ca_topic_score_gemma":0.0004570321,"domain_scores_codex":[0.9952184,0.001434691,0.0001968421,0.0002883628,0.00204476,0.0008169274],"domain_scores_gemma":[0.9953908,0.002843749,0.00001540637,0.0002746797,0.001078593,0.0003967185],"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":[0.00004591245,0.0001188146,0.0005471699,0.0001783122,0.00004338667,0.00003835657,0.007719466,0.000001477644,0.002440746,0.7280151,0.1745967,0.0862545],"study_design_scores_gemma":[0.00004211475,0.00009030105,0.002570993,0.0001167411,0.000001832702,8.894748e-7,0.005782938,0.00002761649,0.007768498,0.06531402,0.9182004,0.00008366248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2013151,0.01525915,0.0001795628,0.1022215,0.0006466316,0.0006428534,0.00004961918,0.000121288,0.6795643],"genre_scores_gemma":[0.9562211,0.005552246,0.0009578613,0.0001142265,0.0007909413,0.00003333946,0.000009175402,0.00001693736,0.03630414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7549061,"threshold_uncertainty_score":0.9983381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7927180163876713,"score_gpt":0.7233296134791112,"score_spread":0.06938840290856008,"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."}}