{"id":"W4320914832","doi":"10.56530/lcgc.na.gv8576x7","title":"How Well Do You Pipette?","year":2023,"lang":"en","type":"article","venue":"LCGC North America","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Middlesex London Health Unit","funders":"","keywords":"Pipette; Computer science; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003678009,0.0005256753,0.0005898555,0.0009747067,0.004492251,0.007164053,0.001063813,0.004330965,0.0664081],"category_scores_gemma":[0.04136923,0.0004142377,0.0005681255,0.0008918819,0.003199454,0.008069621,0.002117209,0.004149874,0.06224896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110928,"about_ca_system_score_gemma":0.003043555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005266035,"about_ca_topic_score_gemma":0.01117745,"domain_scores_codex":[0.9966484,0.001077456,0.0001731888,0.0003128602,0.001262158,0.0005259962],"domain_scores_gemma":[0.9842434,0.002341006,0.001508016,0.0007072309,0.006279765,0.004920545],"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":[0.00009175646,0.0002621809,0.01748487,0.0001985274,0.00003230849,0.0004028901,0.00494496,0.00005173182,0.0003796086,0.00679098,0.6719273,0.2974328],"study_design_scores_gemma":[0.00003127627,0.0002098544,0.01274887,0.001078953,0.00005168294,0.00241201,0.04096206,0.0001915027,0.0007711631,0.009408614,0.9320008,0.0001332419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04687673,0.0254814,0.009729103,0.5748954,0.0255792,0.0002178784,0.000753877,0.002004966,0.3144615],"genre_scores_gemma":[0.2664645,0.03070937,0.01609675,0.215517,0.00651141,0.0003226712,0.0007069588,0.001546351,0.4621251],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0664081,"threshold_uncertainty_score":0.2221572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638789017083634,"score_gpt":0.2097557595694441,"score_spread":0.1833678693986077,"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."}}