{"id":"W2593268517","doi":"","title":"Protocol in the Lab","year":2010,"lang":"en","type":"article","venue":"Chemistry in Australia","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Protocol; Protocol (science); Project commissioning; Join (topology); Publishing; Phase (matter); Political science; Business; Engineering; Library science; Advertising; Ozone; Ozone layer; Computer science; Law; Geography; Meteorology; Chemistry; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002080796,0.0000739727,0.00006756558,0.000002267276,0.00002346018,0.0000323298,0.0002561994,0.00007838037,0.01356094],"category_scores_gemma":[0.00002128511,0.00004817266,0.00001871954,0.000161401,0.00005671798,0.0000588978,0.000004401444,0.0003356765,0.0002361761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001487809,"about_ca_system_score_gemma":0.00001752964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112105,"about_ca_topic_score_gemma":0.002014246,"domain_scores_codex":[0.9994197,0.00001290572,0.0001315405,0.0001258177,0.0001055975,0.0002044109],"domain_scores_gemma":[0.9997337,0.00002882945,0.00002906186,0.0001706585,0.000005147736,0.00003262037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001397312,0.0000275995,0.9916576,0.00004577083,0.000001103801,0.00005457159,0.0002156952,0.00005336195,0.004595272,0.000008814542,0.001522862,0.001803372],"study_design_scores_gemma":[0.0004794557,0.00001514869,0.9498125,0.00001416097,0.000001896896,0.00003066484,0.0004253359,0.000231815,0.007133322,0.000620637,0.04107428,0.0001607775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691262,8.610797e-7,1.992096e-7,0.0001884341,0.00004555819,0.003401874,0.000005566009,0.000009373034,0.02722188],"genre_scores_gemma":[0.9969961,3.089132e-7,0.000147014,0.00006839487,0.00008262453,0.0008463682,0.00001314719,0.000001232289,0.001844824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04184509,"threshold_uncertainty_score":0.9873408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02728450825151854,"score_gpt":0.2909936230509933,"score_spread":0.2637091147994747,"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."}}