{"id":"W3193323274","doi":"10.14351/0831-4985-34.1.32","title":"Comparing Methods of Determining Formalin Concentration in Fluid Preservatives","year":2020,"lang":"en","type":"article","venue":"Collection Forum","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature; Queen's University","funders":"","keywords":"Preservative; Formaldehyde; Titration; Chemistry; Chromatography; Sulfite; Fixative; Pipette; Sodium sulfite; Aqueous solution; Sodium; Biochemistry; Food science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002479774,0.00005786458,0.0001249344,0.00001485155,0.00008446191,0.00001052555,0.00008071637,0.00004274466,0.0001873069],"category_scores_gemma":[0.0000909567,0.00006097897,0.00003131492,0.0003678976,0.00005481392,0.0002542256,0.00007453179,0.00007104959,0.00001244235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006451162,"about_ca_system_score_gemma":0.00001200653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001822953,"about_ca_topic_score_gemma":0.0002961346,"domain_scores_codex":[0.9992877,0.000132944,0.0002368463,0.0001263408,0.0000770674,0.0001390944],"domain_scores_gemma":[0.9997861,0.00003858436,0.0000796117,0.00005374217,0.000006959978,0.00003504859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002161068,0.00006176933,0.2813691,0.00003953119,0.00001007246,0.000001191204,0.01204623,0.007951382,0.687568,0.000586395,0.004896765,0.005253467],"study_design_scores_gemma":[0.001412394,0.0003908851,0.05692156,0.00003594212,0.000009237941,0.000003440594,0.002015779,0.1554956,0.7665538,0.0004018113,0.01653175,0.0002277971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941366,0.00002339374,0.04697921,0.001181853,0.0001184403,0.00027921,0.000001900176,0.000029704,0.0100203],"genre_scores_gemma":[0.9927511,0.000003926222,0.006738145,0.0003421831,0.00001028436,0.000007613654,0.000003221596,0.000004309443,0.0001392689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2244475,"threshold_uncertainty_score":0.248665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04951601244000679,"score_gpt":0.3043393148923673,"score_spread":0.2548233024523605,"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."}}