{"id":"W4251781793","doi":"10.24036/student.v4i1.708","title":"","year":2020,"lang":"","type":"article","venue":"JURNAL BUANA","topic":"Public Health and Nutrition","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Sample (material); Data collection; Socioeconomics; Qualitative research; Qualitative property; Geography; Population; Environmental health; Sociology; Medicine; Mathematics; Statistics; Social science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001339829,0.0007467472,0.001621743,0.0003477546,0.0006927369,0.0002314121,0.0005425408,0.0006162023,0.0006155247],"category_scores_gemma":[0.004103874,0.0007358577,0.000651994,0.00252404,0.0002704116,0.001113882,0.0001894858,0.002715283,0.0004004784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575326,"about_ca_system_score_gemma":0.002706153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409417,"about_ca_topic_score_gemma":0.00001355429,"domain_scores_codex":[0.9914787,0.0005235031,0.002437406,0.001253297,0.001817925,0.002489187],"domain_scores_gemma":[0.9863095,0.0003618077,0.0006759609,0.0005795865,0.000674705,0.0113984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03991025,0.004237245,0.6208695,0.01441365,0.001224937,0.009134657,0.01611821,0.0000682756,0.02822241,0.00291157,0.0667023,0.196187],"study_design_scores_gemma":[0.03668357,0.01802248,0.6537211,0.002294901,0.001105945,0.0009045855,0.004350188,0.02820019,0.00333647,0.0003213283,0.2497478,0.001311422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5333799,0.01146913,0.001114753,0.4511272,0.0008739477,0.0009970026,0.00005772942,0.000132553,0.000847843],"genre_scores_gemma":[0.8552943,0.005709447,0.0003290905,0.1253518,0.01308604,0.00003400106,0.00006560118,0.00007470867,0.00005498821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3257754,"threshold_uncertainty_score":0.9995855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06674891384647955,"score_gpt":0.3229330220257861,"score_spread":0.2561841081793065,"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."}}