{"id":"W4411349615","doi":"10.1007/s00193-025-01228-2","title":"In memoriam Dr. Robert (Rob) C. Ripley (1975–2024)","year":2025,"lang":"en","type":"article","venue":"Shock Waves","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Martec (Canada); Defence Research and Development Canada","funders":"University of Waterloo","keywords":"Philosophy; Physics; Polymer science; Theology; Mathematical physics; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006823034,0.0001434898,0.0003148587,0.0002133268,0.00004551632,0.00002362078,0.0001024028,0.0001047455,0.001288292],"category_scores_gemma":[0.003551024,0.0001309953,0.00008923738,0.000467299,0.00004428539,0.0002023079,0.0001021737,0.0003301185,0.0001706427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216743,"about_ca_system_score_gemma":0.0002537247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000540996,"about_ca_topic_score_gemma":0.0008173237,"domain_scores_codex":[0.998245,0.00008532374,0.0008486895,0.0003243761,0.0002359899,0.0002605953],"domain_scores_gemma":[0.9985561,0.0007638547,0.0001054185,0.0003816411,0.0001079197,0.00008508049],"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":[0.0005817463,0.0004966551,0.04587592,0.0002069758,0.0001477435,0.0001272535,0.0003006331,0.00005842293,0.004350235,0.003887438,0.925405,0.01856192],"study_design_scores_gemma":[0.005073926,0.0002430201,0.05851169,0.0002750659,0.0002500553,0.00002933257,0.001001602,0.001883012,0.002302395,0.008728411,0.9214451,0.0002563841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5294695,0.001698314,0.002833769,0.254511,0.02460738,0.002944806,0.00004914461,0.0003333942,0.1835526],"genre_scores_gemma":[0.7848665,0.000357286,0.007101817,0.02657388,0.002366562,0.00007306171,0.0001654606,0.00005385576,0.1784415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.255397,"threshold_uncertainty_score":0.9996247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09831756191649205,"score_gpt":0.463591706916839,"score_spread":0.3652741450003469,"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."}}