{"id":"W4308956576","doi":"10.1111/ijlh.13994","title":"Memorial notice: William L. Nichols, MD","year":2022,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Notice; Philosophy; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002305607,0.00009916825,0.000347281,0.0002253065,0.00006661032,0.00001289413,0.0002456185,0.0000488479,0.0009164285],"category_scores_gemma":[0.0001523968,0.00008719879,0.0001119525,0.0001440628,0.0000427786,0.0001133565,0.00007854955,0.0003445993,0.00002904417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172172,"about_ca_system_score_gemma":0.0004039301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000373144,"about_ca_topic_score_gemma":0.000002521576,"domain_scores_codex":[0.9986585,0.0000782829,0.0004276119,0.0001129903,0.000586427,0.0001362165],"domain_scores_gemma":[0.9987828,0.00007277635,0.0003565721,0.0001045268,0.0005832596,0.0001000939],"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":[0.01254495,0.008842715,0.2878822,0.0001027374,0.009523493,0.1853578,0.002065699,0.0006622353,0.01538292,0.02819744,0.4418316,0.007606109],"study_design_scores_gemma":[0.02172851,0.002244642,0.007267147,0.0001009585,0.0004703335,0.05712146,0.001006408,0.00008360761,0.01016983,0.003381474,0.8960466,0.0003789928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873474,0.001818835,0.00006460134,0.003873709,0.005560536,0.00009785073,0.00006730558,0.00001515175,0.00115465],"genre_scores_gemma":[0.9970931,0.0001222889,0.0005336913,0.001657237,0.0004250567,0.000007084757,0.00001969459,0.0000152443,0.0001265627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.454215,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041673247939086,"score_gpt":0.2988150931159111,"score_spread":0.2883983606365203,"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."}}