{"id":"W4386027229","doi":"10.1515/pac-2022-0802","title":"Chemical data evaluation: general considerations and approaches for IUPAC projects and the chemistry community (IUPAC Technical Report)","year":2023,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Chemical nomenclature; Terminology; Chemistry; Nomenclature; Work (physics); Management science; Organic chemistry; Engineering; Taxonomy (biology)","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2757331,0.004824859,0.004225173,0.0338651,0.00734462,0.02889126,0.01093949,0.009229585,0.007490625],"category_scores_gemma":[0.2719721,0.00346071,0.004411835,0.04296847,0.02033431,0.02015494,0.01513738,0.01294417,0.007724127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01393678,"about_ca_system_score_gemma":0.05220719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01274934,"about_ca_topic_score_gemma":0.01038985,"domain_scores_codex":[0.7396078,0.1440088,0.04489045,0.006149028,0.06197764,0.003366266],"domain_scores_gemma":[0.7283886,0.150149,0.018335,0.02948913,0.07064721,0.002991117],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001466617,0.00032244,0.002948743,0.00911612,0.000164379,0.0005777618,0.00510472,0.004615279,0.001728726,0.557613,0.1075065,0.3101556],"study_design_scores_gemma":[0.00005656655,0.0001872071,0.001489378,0.01391451,0.0001206692,0.0006640353,0.003327209,0.00400895,0.003193513,0.3047715,0.66808,0.000186529],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002017529,0.06028124,0.8105782,0.03854112,0.002630607,0.01501596,0.005890361,0.002431474,0.06261343],"genre_scores_gemma":[0.009363848,0.03216483,0.9342905,0.003422888,0.0008042185,0.01180713,0.002274907,0.0006679167,0.005203834],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7242669,"threshold_uncertainty_score":0.89315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315895415711637,"score_gpt":0.34384109720671,"score_spread":0.2122515556355463,"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."}}