{"id":"W4399535196","doi":"10.1007/978-3-031-52565-0_6","title":"R&D Process","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":"Process (computing); Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008488153,0.0009771618,0.0005863089,0.001664662,0.0008988497,0.005267704,0.00121718,0.001018692,0.09540962],"category_scores_gemma":[0.002196345,0.0004860376,0.0006018379,0.001266505,0.0007780193,0.002048955,0.001698228,0.001066264,0.0665592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434556,"about_ca_system_score_gemma":0.002532396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315995,"about_ca_topic_score_gemma":0.001916751,"domain_scores_codex":[0.998845,0.0001350535,0.00004084142,0.0002504222,0.0006383824,0.00009030681],"domain_scores_gemma":[0.9992356,0.000216894,0.00003926774,0.000204741,0.0002644981,0.00003897405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001164773,0.0001495135,0.0007286998,0.0005092853,0.00002766489,0.0003169966,0.0003385385,0.006527589,0.02011258,0.3410192,0.08188712,0.5482662],"study_design_scores_gemma":[0.00002919366,0.0001052519,0.001029211,0.0001007374,0.0000300399,0.0003941697,0.0001769376,0.007520367,0.03251801,0.06370474,0.8943567,0.00003467117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004981773,0.001007902,0.1401913,0.001789325,0.000567292,0.0005538095,0.001549747,0.001398515,0.8479604],"genre_scores_gemma":[0.07334871,0.002078112,0.06320154,0.0009893967,0.0003284832,0.0003016621,0.001209576,0.0005539191,0.8579887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09540962,"threshold_uncertainty_score":0.319177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283605105654822,"score_gpt":0.2490409854661705,"score_spread":0.2362049344096223,"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."}}