{"id":"W4408299115","doi":"10.38140/aa.v0i1.1102","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Acta Academica Critical views on society culture and politics","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Research Foundation; Australian Agency for International Development; United States Agency for International Development; International Development Research Centre; U.S. President’s Emergency Plan for AIDS Relief","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002086361,0.0002145199,0.000393179,0.00001378923,0.000191521,0.00002215757,0.00006738333,0.0005788836,0.00005023312],"category_scores_gemma":[0.0002993085,0.0001567215,0.0002295169,0.0001189558,0.0002764468,0.00007428501,0.0000324733,0.0009123577,0.00004872104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000687432,"about_ca_system_score_gemma":0.00007407785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002219981,"about_ca_topic_score_gemma":4.635904e-7,"domain_scores_codex":[0.9982046,0.00004683328,0.0003746682,0.000303639,0.0003023033,0.0007679573],"domain_scores_gemma":[0.9988236,0.0002669283,0.00003259209,0.0001866206,0.0001060788,0.0005842188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002569625,0.0001734723,0.001880247,0.0004611508,0.00001969196,0.000009794415,0.0003440101,6.278594e-8,0.002805228,0.2219414,0.7720032,0.0003361304],"study_design_scores_gemma":[0.0004260895,0.0001477707,0.002754973,0.0001438075,0.00009176409,0.00008617048,0.0002209885,0.00003087854,0.0008902956,0.00680599,0.9882226,0.0001786815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6000376,0.0200577,0.0001741874,0.1796684,0.0007760901,0.001293787,0.0003546708,0.0005051515,0.1971325],"genre_scores_gemma":[0.9144239,0.002030415,0.001706546,0.07479227,0.001414569,0.00001443237,0.00006652116,0.0000226092,0.005528724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3143863,"threshold_uncertainty_score":0.6390919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02949497240754289,"score_gpt":0.3586417166482808,"score_spread":0.3291467442407379,"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."}}