{"id":"W4416758714","doi":"10.1007/s41981-025-00367-y","title":"Bringing flow chemistry to the teaching laboratory: an air fryer as heater in simple flow chemistry esterifications","year":2025,"lang":"en","type":"article","venue":"Journal of Flow Chemistry","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"National Science Foundation","keywords":"Flow chemistry; Green chemistry; Flow (mathematics); Aqueous solution; Nanochemistry; Simple (philosophy); Continuous flow","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":[0.000602817,0.0004038055,0.0003593781,0.0002282828,0.0007960811,0.0008184204,0.0008337132,0.000862102,0.007135617],"category_scores_gemma":[0.0007309919,0.0002951878,0.0004217126,0.0001373641,0.0006906685,0.002092798,0.0009953409,0.001819232,0.001774306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003835734,"about_ca_system_score_gemma":0.0004187673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004777514,"about_ca_topic_score_gemma":0.0008752821,"domain_scores_codex":[0.9997942,0.00003990944,0.000009069721,0.00004935279,0.00006544645,0.00004205596],"domain_scores_gemma":[0.9997492,0.00007558659,0.00002972829,0.00005562085,0.00003418444,0.00005566872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008320689,0.0005816477,0.0005619311,0.0004519754,0.00002529335,0.0005170249,0.0006451846,0.002959986,0.8292905,0.01561135,0.003174504,0.1453485],"study_design_scores_gemma":[0.0001000906,0.001219494,0.0006964591,0.00003764925,0.00003949948,0.0003466604,0.0001376668,0.006898786,0.9516441,0.002797444,0.0360231,0.00005912984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8183246,0.002669689,0.1332052,0.003310302,0.001287343,0.0003290056,0.0001435135,0.002792625,0.03793772],"genre_scores_gemma":[0.8837451,0.001838551,0.0781896,0.0007691316,0.0003097665,0.00007835694,0.0000957186,0.0005010009,0.03447275],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007135617,"threshold_uncertainty_score":0.02387106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031117134830599,"score_gpt":0.2949304200020427,"score_spread":0.2846192486537367,"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."}}