{"id":"W4414758752","doi":"10.2196/84933","title":"Generosity as a Scientific Method: Building Knowledge and Community in a Competitive World","year":2025,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generosity; Function (biology); Stewardship (theology); Embedding; Flourishing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08766925,0.0005866888,0.0008377156,0.003899736,0.008835939,0.03070844,0.002681241,0.005889357,0.01169343],"category_scores_gemma":[0.0925438,0.0006290184,0.0008214141,0.002841547,0.05684115,0.02543361,0.02751357,0.004877512,0.002109157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00857886,"about_ca_system_score_gemma":0.01518336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494541,"about_ca_topic_score_gemma":0.002146649,"domain_scores_codex":[0.9160023,0.069372,0.001539256,0.002966117,0.007575068,0.002545265],"domain_scores_gemma":[0.8767757,0.08201148,0.0085366,0.01655544,0.007152196,0.00896858],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003737171,0.00004216437,0.001606947,0.0001368064,0.00002776554,0.00008491184,0.009633148,0.0006298884,0.0002453777,0.943569,0.007935027,0.03605157],"study_design_scores_gemma":[0.00002926914,0.00007127187,0.0008542973,0.0004224259,0.0000202609,0.000115033,0.006808721,0.001575099,0.0005701774,0.8656232,0.1238685,0.00004175051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05295944,0.004001319,0.2502351,0.2636505,0.001919376,0.0008562914,0.0002470896,0.0005283132,0.4256027],"genre_scores_gemma":[0.861662,0.002142656,0.09689385,0.01518715,0.0009483096,0.001135509,0.0001494765,0.000346693,0.02153434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9123307,"threshold_uncertainty_score":0.4636449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2325026066940697,"score_gpt":0.6256271688730729,"score_spread":0.3931245621790032,"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."}}