{"id":"W4417202144","doi":"10.5864/d2025-017","title":"Lawrence (Larry) Adam Lychowyd, CPHI(C)","year":2025,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"Philosophy, Ethics, and Existentialism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001853676,0.0004225814,0.0003785942,0.001136861,0.001363781,0.003267433,0.0008242013,0.003030669,0.05410704],"category_scores_gemma":[0.005765886,0.0002832337,0.0002458298,0.001375508,0.0007808056,0.002092052,0.00164571,0.003195686,0.02606742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814568,"about_ca_system_score_gemma":0.006705978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01779024,"about_ca_topic_score_gemma":0.0342203,"domain_scores_codex":[0.9989549,0.0002486236,0.00005007696,0.0001988702,0.0004325478,0.0001148911],"domain_scores_gemma":[0.9973863,0.000563011,0.0001632278,0.00009275247,0.001251435,0.0005432904],"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":[0.00001133404,0.000004548001,0.00005344745,0.0001902587,0.000002800014,0.00002333588,0.00003674609,0.00001862809,0.00003475777,0.002522749,0.9589601,0.03814121],"study_design_scores_gemma":[0.00000307067,0.000002776549,0.0001361716,0.0001646999,0.000002487079,0.00004861699,0.00004254891,0.000005778712,0.00002725174,0.0003932308,0.9991709,0.000002553202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0003860557,0.4673577,0.0009735847,0.3093199,0.09141961,0.00006101069,0.0004076577,0.0002368734,0.1298376],"genre_scores_gemma":[0.007585564,0.2645168,0.00106261,0.1463009,0.02415161,0.0001167779,0.0002744532,0.0001274636,0.5558638],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9458929,"threshold_uncertainty_score":0.1810061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06937768479464951,"score_gpt":0.3207080922283156,"score_spread":0.2513304074336661,"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."}}