{"id":"W6922115908","doi":"10.1021/acs.jchemed.4c00479.s003","title":"Welcome to 310\\nEnvironmental Working Group! A Group\\nProject That Places Students in the Role of Consultants Helping Businesses\\nChoose the Most Climate Friendly Fluorinated Gas","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Protocol; Context (archaeology); Global warming; Class (philosophy); Treaty; Control (management); Protocol (science); Kyoto Protocol","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00184245,0.00109127,0.0005643151,0.0005117357,0.003635449,0.005267839,0.001434282,0.002854279,0.5069873],"category_scores_gemma":[0.005255749,0.0004689461,0.0005890317,0.0002786562,0.0009336412,0.003326542,0.006192165,0.003960073,0.3457853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141275,"about_ca_system_score_gemma":0.003647891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683334,"about_ca_topic_score_gemma":0.006251385,"domain_scores_codex":[0.998549,0.0002624693,0.00004069776,0.0002399766,0.0004719578,0.0004357632],"domain_scores_gemma":[0.9874645,0.0003237382,0.000232819,0.0002810428,0.001726297,0.009971606],"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":[0.00005096444,0.00009981618,0.0002877694,0.00004597291,0.000001394091,0.00008933558,0.0002382473,0.00002336981,0.0006356334,0.0006961375,0.9691195,0.02871196],"study_design_scores_gemma":[0.000009022409,0.00005014637,0.000334486,0.00002796603,9.734849e-7,0.00003197642,0.0006550151,0.0000207628,0.00009483413,0.0003045643,0.9984637,0.000006555428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0125754,0.002857655,0.01316352,0.1886921,0.1480519,0.003039991,0.003409909,0.007896239,0.6203133],"genre_scores_gemma":[0.005050299,0.0005591219,0.002544632,0.01346373,0.00367423,0.0004558103,0.0009139091,0.0007434121,0.9725948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5069873,"threshold_uncertainty_score":0.7032228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216384904332733,"score_gpt":0.2295111349050409,"score_spread":0.2173472858617136,"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."}}