{"id":"W4392024040","doi":"10.1093/oxfordhb/9780192899798.013.43","title":"Open R&amp;D in Large Corporations","year":2024,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Innovation Policy and R&D","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nestlé (Canada)","funders":"","keywords":"Business","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.003758239,0.0001922836,0.0001893596,0.002068511,0.002541348,0.006900527,0.0007180181,0.001506838,0.01196796],"category_scores_gemma":[0.005423055,0.0003169774,0.0002795745,0.002715326,0.003308856,0.003736176,0.004028154,0.001336341,0.002277971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005884733,"about_ca_system_score_gemma":0.005306738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007608422,"about_ca_topic_score_gemma":0.008898317,"domain_scores_codex":[0.9968105,0.001031204,0.0001172432,0.0004637958,0.001060627,0.0005165008],"domain_scores_gemma":[0.9918017,0.00351756,0.0006349154,0.001166418,0.001278035,0.001601332],"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":[0.00004220445,0.0002129227,0.007499826,0.0002205894,0.00001759503,0.0009118131,0.004002497,0.003651521,0.001149265,0.7383662,0.03576616,0.2081594],"study_design_scores_gemma":[0.00003609539,0.0001368042,0.02811737,0.0005003132,0.00001454152,0.0005107019,0.004133986,0.003222175,0.00220095,0.1073906,0.853673,0.00006350816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1447268,0.02163911,0.01078634,0.01649154,0.0003083881,0.0001143199,0.0001647779,0.000433349,0.8053354],"genre_scores_gemma":[0.8474466,0.008478438,0.005842991,0.001313355,0.0002788338,0.00008543047,0.0002461706,0.00008838492,0.1362199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.999282,"threshold_uncertainty_score":0.04269695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09707423826230598,"score_gpt":0.2424524225883316,"score_spread":0.1453781843260256,"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."}}