{"id":"W4399535240","doi":"10.1007/978-3-031-52565-0_9","title":"R&amp;D Project Management","year":2024,"lang":"en","type":"book-chapter","venue":"Signals and communication technology","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001811973,0.0003007899,0.0002932762,0.001030677,0.0001821422,0.0002680376,0.0009079981,0.0004242793,0.0007525574],"category_scores_gemma":[0.00001019725,0.0002740747,0.00006498487,0.0002519235,0.0003111901,0.0002553542,0.001690318,0.0004935623,0.001876029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002133848,"about_ca_system_score_gemma":0.00001230995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005202511,"about_ca_topic_score_gemma":0.00007464799,"domain_scores_codex":[0.9988868,0.000002330705,0.0003409201,0.0004154995,0.0001629972,0.000191468],"domain_scores_gemma":[0.99842,0.00002034506,0.0002327829,0.001184858,0.0001365819,0.000005451169],"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":[0.0000054103,0.00001222243,0.000008881369,0.0003603555,0.00007212441,0.000004515767,0.000004726648,2.896626e-7,0.00001448264,0.9099638,0.02540942,0.06414375],"study_design_scores_gemma":[0.00003677157,0.000003028883,0.000002812882,0.0003361272,0.00009291627,0.00000541291,0.00002649188,0.00002841572,0.000006973584,0.3962428,0.6030327,0.000185535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000043549,0.01980172,0.0003248217,0.00428162,0.0001585887,0.0004712164,0.00001759942,0.0006086425,0.9742922],"genre_scores_gemma":[0.01783844,0.01748542,0.001213379,0.001062802,0.0003054481,0.000164622,0.0006040078,0.0001253002,0.9612006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5776233,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08052841296628492,"score_gpt":0.3022460330422065,"score_spread":0.2217176200759216,"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."}}