{"id":"W4411938836","doi":"10.1002/cjce.70014","title":"Development of bio‐lubricants from <scp> <i>Madhuca longifolia</i> </scp> and <scp> <i>Ricinus communis</i> </scp> oils via 3‐step chemical modification process for enhanced properties","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ricinus; Chemistry; Food science; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007215306,0.000324724,0.0001435362,0.0002381402,0.0001073681,0.0001561651,0.0001502333,0.0001791656,0.0005593411],"category_scores_gemma":[0.00008055792,0.00008275876,0.0002650339,0.0001712605,0.0001017105,0.000171643,0.0001164373,0.0002557376,0.0001315965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001573129,"about_ca_system_score_gemma":0.0001291035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006551497,"about_ca_topic_score_gemma":0.001785901,"domain_scores_codex":[0.9999522,0.00000414535,0.000004267868,0.000009578191,0.00001808073,0.00001165424],"domain_scores_gemma":[0.9999497,0.00000506938,0.00002392479,0.000003514539,0.00001018084,0.000007658791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001263431,0.000005655728,0.00004866463,0.00003712775,0.000002808,0.00002373893,0.000005441266,0.00003055016,0.9988527,0.00002210187,0.000007420806,0.0009510066],"study_design_scores_gemma":[0.000002363336,0.00008487894,0.001283457,0.000002916155,0.000008292502,0.00004697977,0.000007980604,0.0001755972,0.9973793,0.000005932118,0.0009992004,0.000003002684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926681,0.002272049,0.003064991,0.00005509055,0.0000219422,0.00003600715,0.0001539534,0.00006085188,0.001667051],"genre_scores_gemma":[0.9931557,0.000916619,0.003761628,0.00002828159,0.000004139565,0.00002370518,0.0001762798,0.0000160033,0.001917722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006551497,"threshold_uncertainty_score":0.001871169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363585215511657,"score_gpt":0.2060989456307825,"score_spread":0.1924630934756659,"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."}}