{"id":"W4398203888","doi":"10.1039/d4dd00046c","title":"<i>Chemspyd</i> : an open-source python interface for Chemspeed robotic chemistry and materials platforms","year":2024,"lang":"en","type":"article","venue":"Digital Discovery","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; Vector Institute; University of Toronto","funders":"Natural Resources Canada; Defense Advanced Research Projects Agency","keywords":"Python (programming language); Open source; Interface (matter); Computer science; Programming language; Chemistry; World Wide Web; Software engineering; Engineering; Operating system; Software","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002627843,0.002281174,0.001365875,0.001160881,0.001119143,0.002090624,0.006437749,0.001231208,0.1268482],"category_scores_gemma":[0.004578037,0.001706682,0.00140562,0.001063172,0.001441682,0.004246752,0.004558496,0.005675269,0.08088224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008556,"about_ca_system_score_gemma":0.00286141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485497,"about_ca_topic_score_gemma":0.003751291,"domain_scores_codex":[0.9985054,0.0001876185,0.000123025,0.0002689426,0.0006652426,0.0002497369],"domain_scores_gemma":[0.997919,0.0005680439,0.0002630954,0.000450694,0.0004417581,0.0003573702],"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":[0.0004588455,0.0001720733,0.001490969,0.001254573,0.0001644751,0.000331467,0.0002469151,0.003826965,0.02918028,0.01941305,0.8622637,0.08119665],"study_design_scores_gemma":[0.0003553646,0.0001386058,0.001560241,0.0001764934,0.00005433532,0.0005856229,0.00004337757,0.04552367,0.09991907,0.02130304,0.8299962,0.000344031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002811427,0.0002107012,0.2936941,0.0009617749,0.0004688651,0.0004078298,0.03402773,0.6478091,0.01960845],"genre_scores_gemma":[0.05109066,0.0007457019,0.4368367,0.00485949,0.0005395799,0.003196965,0.09222753,0.369256,0.0412475],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1268482,"threshold_uncertainty_score":0.4243495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379822782249546,"score_gpt":0.2566379860447721,"score_spread":0.2428397582222767,"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."}}