{"id":"W1551605905","doi":"10.1111/nyas.12543","title":"Convergent innovation for affordable nutrition, health, and health care: the global pulse roadmap","year":2014,"lang":"en","type":"article","venue":"Annals of the New York Academy of Sciences","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pulse (music); Health care; Business; Environmental health; Medicine; Economic growth; Computer science; Telecommunications; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002144525,0.00007640439,0.0001602741,0.00007912084,0.000538252,0.00006333074,0.0003557511,0.00003609565,0.00001182897],"category_scores_gemma":[0.00007824363,0.00004804538,0.00003651848,0.0007741672,0.0002346801,0.0002843449,0.00007740078,0.00005273672,0.000002736997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002237848,"about_ca_system_score_gemma":0.0001664304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003869201,"about_ca_topic_score_gemma":0.00002081323,"domain_scores_codex":[0.99899,0.00001435801,0.0004439593,0.0001508189,0.0002001242,0.000200763],"domain_scores_gemma":[0.9991153,0.0000258335,0.000667842,0.00005365234,0.000124527,0.00001287893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001186043,0.00001989947,0.004676503,0.0002255739,0.00000975442,9.646437e-10,0.0004193595,0.00002596865,0.0000096574,0.7188678,0.2476652,0.02806845],"study_design_scores_gemma":[0.0005515459,0.00005009745,0.02073097,0.0001341605,0.000004047344,4.053324e-7,0.002653829,0.0005102925,0.0006065019,0.1392727,0.8353645,0.0001209225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1882981,0.001618465,0.0004526666,0.8054311,0.0005313532,0.0009420557,0.000007465673,0.00002238402,0.002696419],"genre_scores_gemma":[0.9185735,0.00009085848,0.0005740931,0.08026869,0.000311731,0.0000127494,0.0000045844,0.000003253614,0.0001605635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7302754,"threshold_uncertainty_score":0.4139854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09534025181263693,"score_gpt":0.3432729673989762,"score_spread":0.2479327155863393,"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."}}