{"id":"W2591654388","doi":"10.1021/cen-09506-notw13","title":"Chemist among Quebec shooting victims","year":2017,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Forensic Fingerprint Detection Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Chemist; Agriculture; Engineering; Work (physics); Political science; Management; Chemistry; Sociology; Library science; Law; History; Organic chemistry; Mechanical engineering; Archaeology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001130771,0.0001647972,0.0002084969,0.00002572273,0.001525953,0.0005507643,0.0008778695,0.0001791305,0.0003200912],"category_scores_gemma":[0.00246202,0.0001758771,0.0001526926,0.0001123928,0.0007455542,0.0004647629,0.0002773121,0.0001999025,0.0001589661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006442794,"about_ca_system_score_gemma":0.0001672945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06728323,"about_ca_topic_score_gemma":0.07185481,"domain_scores_codex":[0.9983048,0.0001914067,0.0002399235,0.0003737016,0.0004171758,0.0004729872],"domain_scores_gemma":[0.9986683,0.00008228095,0.0002490586,0.0006546815,0.0001010349,0.0002446895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001007754,0.0001324169,0.6525815,0.00004671718,0.0001114435,0.0001075185,0.01680748,0.00003887818,0.0008428615,0.01489716,0.008480305,0.3058529],"study_design_scores_gemma":[0.001542187,0.00006968786,0.6720663,0.000415738,0.0001113321,0.00001721392,0.009471644,0.001097909,0.004435792,0.009721208,0.2996583,0.001392624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6340544,0.00003558349,0.002123821,0.000884224,0.00201737,0.0001862527,0.000008508347,0.000247068,0.3604428],"genre_scores_gemma":[0.9901559,0.00001468155,0.00308725,0.000104532,0.0006374436,0.00001290983,0.000001505442,0.00001319089,0.005972582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561015,"threshold_uncertainty_score":0.9997739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400537292553524,"score_gpt":0.3566302133786865,"score_spread":0.3426248404531513,"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."}}