{"id":"W4413803879","doi":"10.1080/09544828.2025.2549950","title":"Social product development: a systematic review and reference model","year":2025,"lang":"en","type":"article","venue":"Journal of Engineering Design","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Lietuvos Mokslo Taryba","keywords":"Product (mathematics); New product development; Computer science; Engineering; Management science; Business; Mathematics; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.05671168,0.003331623,0.007276691,0.08041532,0.00206462,0.006284334,0.005767015,0.004894815,0.005519189],"category_scores_gemma":[0.1566919,0.001649819,0.009938403,0.05428056,0.002473903,0.009434557,0.005289634,0.002647022,0.001195103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01250088,"about_ca_system_score_gemma":0.03554976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100736,"about_ca_topic_score_gemma":0.02039072,"domain_scores_codex":[0.947758,0.02044163,0.01683125,0.003446236,0.01075879,0.0007641628],"domain_scores_gemma":[0.8882526,0.08464012,0.009310937,0.003414263,0.01365824,0.0007238068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001667944,0.00008123145,0.002172918,0.8035189,0.006014816,0.0004061612,0.001602471,0.002396607,0.0003625954,0.01510651,0.01077432,0.1573966],"study_design_scores_gemma":[0.0001850778,0.0002329937,0.002726565,0.8576971,0.02164265,0.000460211,0.001127156,0.001559502,0.0003256006,0.008486857,0.1054393,0.0001168992],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002839234,0.9599339,0.01619847,0.004602273,0.0006385283,0.007653656,0.004172246,0.0001394365,0.003822252],"genre_scores_gemma":[0.04900927,0.8595726,0.05665338,0.00369299,0.0002347818,0.02512185,0.00467421,0.00006563524,0.0009752291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08041532,"threshold_uncertainty_score":0.2999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03986374238472006,"score_gpt":0.2449798949915302,"score_spread":0.2051161526068102,"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."}}