{"id":"W4404199853","doi":"10.2139/ssrn.5015252","title":"Open Source Inert Gas Glove Box","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Inert gas; Glovebox; Inert; Open source; Computer science; Chemistry; Operating system; Engineering; Chemical engineering; Organic chemistry; Software","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":[0.0006562506,0.001246533,0.0009027993,0.0007544981,0.0005714175,0.0008132414,0.002520652,0.001815944,0.2272819],"category_scores_gemma":[0.002383333,0.0007184976,0.0006656849,0.000378412,0.0004016786,0.001503556,0.002868569,0.0009007753,0.1043686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001862838,"about_ca_system_score_gemma":0.0005201161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003438811,"about_ca_topic_score_gemma":0.000291789,"domain_scores_codex":[0.9992804,0.00004272098,0.00003237147,0.0001447614,0.0004215999,0.00007819891],"domain_scores_gemma":[0.9991485,0.0002058194,0.00004947341,0.000346034,0.0001651744,0.00008505838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004245177,0.0005863831,0.002057575,0.002773151,0.0001239066,0.0007240029,0.000382737,0.005015129,0.3129663,0.0261424,0.2600207,0.3849626],"study_design_scores_gemma":[0.0003159695,0.0005984738,0.002099415,0.0001707762,0.00005785429,0.0009174319,0.00004883057,0.01270103,0.1302372,0.00570804,0.8470013,0.0001438001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.04043911,0.002695959,0.5036931,0.0009038438,0.001704443,0.002767907,0.02841949,0.2176209,0.2017552],"genre_scores_gemma":[0.2075135,0.001847975,0.1737955,0.001783453,0.0004170624,0.003735629,0.02671647,0.02702142,0.5571691],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2272819,"threshold_uncertainty_score":0.7603335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230887067914411,"score_gpt":0.2644182390364455,"score_spread":0.2521093683573014,"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."}}