{"id":"W4392609578","doi":"10.33137/ijournal.v8i2.41031","title":"An Informed Choice?","year":2023,"lang":"en","type":"article","venue":"The iJournal Student Journal of the Faculty of Information","topic":"Complementary and Alternative Medicine Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060101,0.0001052123,0.0002603937,0.0001714356,0.0002654504,0.00003043869,0.0005024174,0.00001061264,0.00005952694],"category_scores_gemma":[0.0003372537,0.0000448506,0.0002043827,0.000347253,0.0001054723,0.0007255469,0.000112369,0.0003270367,0.00001575862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008322276,"about_ca_system_score_gemma":0.00008997809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002101105,"about_ca_topic_score_gemma":0.00001127501,"domain_scores_codex":[0.9978554,0.00005393844,0.000842427,0.00002799455,0.001064363,0.0001558457],"domain_scores_gemma":[0.9981167,0.0001297234,0.001042674,0.0001583927,0.000473273,0.00007926847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001112071,0.0003711489,0.7886086,0.0002477705,0.002302082,0.00002017549,0.06910251,0.004364361,0.00301299,0.0005724342,0.04664611,0.08363979],"study_design_scores_gemma":[0.002248403,0.0008833723,0.9510429,0.0002931451,0.0001747689,0.0002617087,0.01686365,0.000169729,0.001148123,0.0001453825,0.02671356,0.00005528235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924755,0.00004176561,0.0001555935,0.005719191,0.0005429597,0.0002060055,0.00001189951,0.000009222404,0.0008378344],"genre_scores_gemma":[0.9987903,0.0001685139,0.00009757419,0.0004252727,0.000389128,0.000001372521,0.00001042518,0.000003622649,0.0001138237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1624343,"threshold_uncertainty_score":0.2041657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05247545128074622,"score_gpt":0.4061019941469297,"score_spread":0.3536265428661835,"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."}}