{"id":"W4239120324","doi":"10.1515/ci-2017-0425","title":"From Young Observers to Young Actors: A Message to IUPAC from a few Young Observers","year":2017,"lang":"en","type":"article","venue":"Chemistry International","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemical nomenclature; Brainstorming; Work (physics); Sociology; Library science; Public relations; Operations research; Engineering ethics; Political science; Computer science; Chemistry; Engineering; Artificial intelligence; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04789897,0.00177763,0.00162085,0.001634284,0.0137802,0.01690536,0.003945692,0.03003303,0.0104163],"category_scores_gemma":[0.08118563,0.001396233,0.001055892,0.001271118,0.01496602,0.02557913,0.01846076,0.05292261,0.003575643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006446786,"about_ca_system_score_gemma":0.01693709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006166601,"about_ca_topic_score_gemma":0.00500533,"domain_scores_codex":[0.9787891,0.01068853,0.0008047103,0.002017743,0.004206229,0.003493703],"domain_scores_gemma":[0.8844057,0.04339075,0.006540851,0.003479913,0.01404684,0.048136],"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":[0.0001841197,0.0001594092,0.002868852,0.0004706999,0.0000213128,0.001559444,0.02734004,0.00005480737,0.0007941781,0.01979538,0.9201964,0.02655519],"study_design_scores_gemma":[0.00003880317,0.0001315464,0.001371219,0.001102867,0.00001613718,0.0007289564,0.0291892,0.0001295834,0.0004283291,0.007926361,0.9588228,0.0001142462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00193442,0.007452333,0.0007169673,0.9512783,0.03552352,0.0000350207,0.0000393423,0.00009584301,0.002924342],"genre_scores_gemma":[0.04765883,0.006997337,0.001422382,0.9113742,0.02002884,0.0002115438,0.00005807832,0.0001844786,0.0120643],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04789897,"threshold_uncertainty_score":0.2533169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162147142210785,"score_gpt":0.2529873034378026,"score_spread":0.2413658320156948,"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."}}