{"id":"W4387859577","doi":"10.1021/acsengineeringau.3c00023","title":"Vision 2050: Reaction Engineering Roadmap","year":2023,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Context (archaeology); Chemical reaction engineering; Speciality chemicals; Scale (ratio); Field (mathematics); Engineering management; Management science; Computer science; Biochemical engineering; Systems engineering; Risk analysis (engineering); Engineering; Chemistry; Business; Catalysis","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":[0.01461641,0.002534495,0.0006727759,0.002809213,0.002699495,0.009800766,0.004062578,0.01092313,0.04560883],"category_scores_gemma":[0.01648823,0.0007138242,0.001390486,0.001504967,0.002394213,0.01007657,0.007335701,0.006593637,0.0217093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005703684,"about_ca_system_score_gemma":0.04350819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118212,"about_ca_topic_score_gemma":0.006942658,"domain_scores_codex":[0.9928223,0.002016566,0.0003364226,0.0004879456,0.002901378,0.001435324],"domain_scores_gemma":[0.9903616,0.001449934,0.0003719933,0.0005090018,0.005205504,0.002101944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001634206,0.000393414,0.0003842962,0.001227652,0.00002310664,0.0001945829,0.0001639733,0.006338301,0.001578113,0.2391063,0.6156803,0.1347466],"study_design_scores_gemma":[0.00003488612,0.0002144907,0.0003389003,0.000408019,0.000009639963,0.0001050604,0.0002899495,0.002552796,0.000839742,0.06219003,0.9329738,0.00004274455],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006903791,0.02338639,0.1048992,0.2597705,0.02901907,0.001197715,0.006269814,0.006221102,0.5623325],"genre_scores_gemma":[0.1927432,0.05200752,0.3514127,0.1231689,0.006719131,0.004617697,0.03588058,0.002072855,0.2313775],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04560883,"threshold_uncertainty_score":0.1525767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008536932494236923,"score_gpt":0.2248752156054455,"score_spread":0.2163382831112086,"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."}}