{"id":"W4412529980","doi":"10.1007/978-3-031-92184-1_3","title":"Understanding Product Strategy and Roadmaps","year":2025,"lang":"en","type":"book-chapter","venue":"Innovation, technology and knowledge management","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MaRS","funders":"","keywords":"Product (mathematics); Computer science; Business; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004079975,0.0003954377,0.0003374211,0.004252357,0.0003944736,0.0002044948,0.000224162,0.0003283017,0.00007475355],"category_scores_gemma":[0.00004067798,0.0004100193,0.00002190889,0.001359703,0.0002337871,0.0003881632,0.000651653,0.0003166917,0.0000729825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061543,"about_ca_system_score_gemma":0.00004609153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001467202,"about_ca_topic_score_gemma":0.00001976968,"domain_scores_codex":[0.9983827,0.000002964199,0.0005060479,0.0007191343,0.0001355869,0.0002535702],"domain_scores_gemma":[0.9989823,0.00001007308,0.0003228697,0.0003393242,0.0003394706,0.000005954477],"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":[0.00001203507,0.00001897088,0.0004184575,0.0007006442,0.000154314,0.000006908661,0.00001273935,5.541357e-7,0.000004739886,0.9020712,0.03039731,0.06620213],"study_design_scores_gemma":[0.0003229811,0.000005878892,0.0001445661,0.0002477624,0.0001162069,0.000001974787,0.0001254958,0.00004726337,0.000009456595,0.4471435,0.5515134,0.0003215123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001493325,0.0017336,0.001727223,0.002548419,0.0004956602,0.0007599259,0.000002110674,0.0004542162,0.9921295],"genre_scores_gemma":[0.1167019,0.0007044678,0.0003784451,0.0005293725,0.0005756363,0.00007675731,0.0002515124,0.00006331318,0.8807186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5211161,"threshold_uncertainty_score":0.9998352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04744584512694303,"score_gpt":0.2329609503906963,"score_spread":0.1855151052637533,"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."}}