{"id":"W4409439457","doi":"10.1242/jeb.250553","title":"ECR Spotlight – Maranda van Oirschot","year":2025,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004930049,0.0007149759,0.000654207,0.0008235913,0.001688839,0.005014727,0.001035014,0.003398238,0.0740837],"category_scores_gemma":[0.02329729,0.0003995666,0.0002824609,0.00067466,0.001073418,0.003010049,0.002028538,0.004841155,0.02355587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002539147,"about_ca_system_score_gemma":0.003634275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004079333,"about_ca_topic_score_gemma":0.005881532,"domain_scores_codex":[0.9957164,0.0009268182,0.0001344596,0.0007017463,0.002138136,0.0003824702],"domain_scores_gemma":[0.9848887,0.004097258,0.0006574686,0.0005206491,0.005393014,0.00444298],"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":[0.00002254854,0.00001392429,0.00005836588,0.00003016738,0.000001799049,0.0001007612,0.000151518,0.00004481982,0.0002056022,0.003282965,0.9872816,0.008805928],"study_design_scores_gemma":[0.000003374042,0.000006992679,0.0001345831,0.00005230878,5.023381e-7,0.000114481,0.0001353954,0.00007922108,0.00008003681,0.000594162,0.9987921,0.000006851832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004653781,0.04240557,0.002631633,0.6538698,0.1595064,0.0001310576,0.001273371,0.0006260242,0.1349024],"genre_scores_gemma":[0.0430148,0.0135423,0.002210413,0.0870894,0.03402048,0.0002377525,0.000779738,0.001511268,0.8175939],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0740837,"threshold_uncertainty_score":0.2478347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1975184601341046,"score_gpt":0.4547355889415646,"score_spread":0.25721712880746,"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."}}