{"id":"W4409493535","doi":"10.1007/s13399-025-06879-w","title":"Valorization of Pongamia pinnata and Calophyllum inophyllum oils for sustainable biolubricant applications through chemical modification and blending","year":2025,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Pongamia; Chemistry; Pulp and paper industry; Organic chemistry; Biodiesel; Engineering; 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":[0.00005814065,0.000325709,0.0001273708,0.0002416306,0.0001254586,0.0001861054,0.0002002085,0.000140462,0.0007827317],"category_scores_gemma":[0.00008212816,0.0001235235,0.0002032841,0.0001699725,0.0001145624,0.0002360336,0.0002306485,0.0002787441,0.0001302219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000166652,"about_ca_system_score_gemma":0.0001927234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182108,"about_ca_topic_score_gemma":0.002976171,"domain_scores_codex":[0.9999533,0.000004524012,0.000003274885,0.00001083446,0.00001394597,0.00001423672],"domain_scores_gemma":[0.9999766,0.000004033423,0.000007158306,0.000002399608,0.000004086802,0.000005704672],"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":[0.00004621112,0.000007490444,0.00006256552,0.0000514806,0.000004565909,0.00003410489,0.00001394671,0.00008283203,0.9971662,0.0001062686,0.00001144395,0.002412829],"study_design_scores_gemma":[0.000003747965,0.0001029246,0.001242529,0.000006542224,0.00001666661,0.0000511778,0.00002329506,0.0003423873,0.9959623,0.00004929495,0.00219486,0.00000423046],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914474,0.00157975,0.003288131,0.00004909621,0.00003919408,0.0000240541,0.0001230332,0.00005437369,0.003394867],"genre_scores_gemma":[0.9956702,0.0004487941,0.001295422,0.00002121071,0.000002505289,0.000009055426,0.00009620161,0.00001603054,0.002440538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001182108,"threshold_uncertainty_score":0.002618492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00854520024365659,"score_gpt":0.2263259359339976,"score_spread":0.217780735690341,"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."}}