{"id":"W4399535332","doi":"10.1007/978-3-031-52565-0_11","title":"Success Evaluation in R&D","year":2024,"lang":"en","type":"book-chapter","venue":"Signals and communication technology","topic":"Technology Assessment and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Canada West","funders":"","keywords":"Computer science","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":[0.000279991,0.0001959871,0.0002352662,0.0009046909,0.00003794315,0.00002704543,0.0004068588,0.0006350531,0.0002539632],"category_scores_gemma":[0.000005767704,0.0002142603,0.00002967738,0.0001178146,0.0001419787,0.00005376408,0.0002879773,0.0006707492,0.0001118543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003898,"about_ca_system_score_gemma":0.00001299174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004664974,"about_ca_topic_score_gemma":0.0002428378,"domain_scores_codex":[0.9992616,0.000009041066,0.0002791032,0.0002022996,0.0001131372,0.0001348672],"domain_scores_gemma":[0.9991378,0.00002733265,0.00005124581,0.0007290372,0.0000408298,0.0000137146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001036863,0.000006266622,0.00002493805,0.00007646637,0.00007122898,0.000001740187,0.00002745934,0.0001105588,0.0001341069,0.8967423,0.001621981,0.1011819],"study_design_scores_gemma":[0.0001368944,0.00001518281,0.00002485498,0.0002240273,0.00006594387,0.000003406063,0.00002882249,0.002005892,0.000108402,0.7000998,0.2970825,0.0002042239],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002558528,0.08595683,0.0006161396,0.003675794,0.0001821187,0.0007544776,0.00001187873,0.001906086,0.9043381],"genre_scores_gemma":[0.9001625,0.0255902,0.0009244183,0.00003953379,0.00001641114,0.0003409485,0.0001511008,0.00008496494,0.07268997],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8976039,"threshold_uncertainty_score":0.8737283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315082878472463,"score_gpt":0.277844965714876,"score_spread":0.2546941369301514,"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."}}