{"id":"W4244594736","doi":"10.26434/chemrxiv.5953606","title":"ChemOS: An Orchestration Software to Democratize Autonomous Discovery","year":2018,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Institute for Advanced Research","funders":"","keywords":"Orchestration; Computer science; Software deployment; Modular design; Software; Software engineering; Pace; Operating system","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":[0.003467346,0.001220126,0.001017341,0.001442463,0.0008853581,0.002785957,0.002730046,0.001428203,0.01002823],"category_scores_gemma":[0.006300596,0.001106385,0.001752065,0.001190116,0.00229471,0.00410011,0.004319609,0.002906348,0.00698825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070117,"about_ca_system_score_gemma":0.0031218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002338561,"about_ca_topic_score_gemma":0.002400972,"domain_scores_codex":[0.9979694,0.0003742197,0.0002319281,0.0004966115,0.0007613478,0.0001663388],"domain_scores_gemma":[0.9966115,0.001232149,0.0002701905,0.001155269,0.0003663419,0.0003644736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001410171,0.0004543531,0.007328596,0.001157645,0.0003879408,0.0006393044,0.0009772355,0.05978493,0.05808396,0.1244428,0.3039773,0.4413558],"study_design_scores_gemma":[0.0003806559,0.0001630169,0.001563788,0.0001397023,0.00008906732,0.0003360418,0.0001224462,0.4814684,0.04184983,0.1130468,0.360655,0.0001852296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004552801,0.0002824324,0.7393677,0.0009461585,0.0002643049,0.0002735993,0.0018639,0.2433893,0.009059773],"genre_scores_gemma":[0.1154537,0.001065423,0.8196096,0.002285308,0.0003660512,0.00123581,0.01131779,0.03067318,0.0179932],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01002823,"threshold_uncertainty_score":0.03354782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508760489795346,"score_gpt":0.3887438491443895,"score_spread":0.2378678001648549,"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."}}