{"id":"W4392829932","doi":"10.62212/revuepossibles.v44i1.622","title":"Calderavif","year":2020,"lang":"en","type":"article","venue":"Revue Possibles","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Resolute Forest Products (Canada)","funders":"","keywords":"Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00001916745,0.0000970435,0.0001899289,0.00003373715,0.00004789188,0.00001648297,0.00003541105,0.00004263903,0.0002028887],"category_scores_gemma":[0.00005463682,0.00008180959,0.00008840937,0.0001577871,0.00002015378,0.0000302016,0.00001745409,0.00009615017,0.0007101585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429388,"about_ca_system_score_gemma":0.00003554036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007339899,"about_ca_topic_score_gemma":0.000002358909,"domain_scores_codex":[0.9994273,0.00001197956,0.0001342027,0.0001944443,0.00009424119,0.0001378773],"domain_scores_gemma":[0.9995378,0.0000184205,0.00002989481,0.0001310705,0.00002706131,0.0002557752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001236127,0.001150658,0.1805617,0.001934552,0.0008325411,0.005076748,0.003660634,0.00009546961,0.5582218,0.004350851,0.02330519,0.2195738],"study_design_scores_gemma":[0.009607824,0.00380887,0.3480576,0.0006039006,0.0007842946,0.003994826,0.0004145604,0.004136668,0.1334918,0.0005508538,0.4935308,0.001018029],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116119,0.001136636,0.0004735078,0.05692139,0.0002232315,0.0004895022,0.00003063439,0.0004991504,0.02861405],"genre_scores_gemma":[0.9960486,0.00009472924,0.0005059317,0.002223805,0.0002144459,0.00001314401,0.00001238643,0.00001212673,0.0008748871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4702256,"threshold_uncertainty_score":0.9127887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527146650049689,"score_gpt":0.2601946183176143,"score_spread":0.2149231518171174,"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."}}