{"id":"W6982781855","doi":"","title":"Knowledge angels: Creative individuals fostering innovation in KIBS observations from Canada, China, France, Germany and Spain","year":2015,"lang":"en","type":"article","venue":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Function (biology); Work (physics); German; Innovation management; Exploratory research; Creativity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001015193,0.0001878542,0.0002671196,0.003458427,0.004024852,0.002012076,0.00066419,0.0005738761,0.002661792],"category_scores_gemma":[0.002570198,0.0001457237,0.0001712417,0.00495533,0.002294081,0.0006321534,0.00200757,0.0004928988,0.0001901006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376724,"about_ca_system_score_gemma":0.01455702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9030168,"about_ca_topic_score_gemma":0.9350113,"domain_scores_codex":[0.9993573,0.00008619599,0.00002347034,0.00007139624,0.0001445256,0.0003171943],"domain_scores_gemma":[0.9975882,0.0006251197,0.0003787159,0.00008958214,0.0007759304,0.0005424322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002608983,0.000119037,0.6320981,0.0001825088,0.00003656914,0.002053307,0.316691,0.0006626947,0.001939976,0.003917826,0.003232198,0.03880586],"study_design_scores_gemma":[0.000009015363,0.00003318843,0.5203235,0.0000742938,0.00001466778,0.0001620086,0.4669034,0.0004100095,0.0006073872,0.000233633,0.01119449,0.00003446512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960557,0.0001337469,0.00009155307,0.0001310599,0.000002716506,0.00001584502,0.0002458532,0.000004587539,0.003318886],"genre_scores_gemma":[0.9966075,0.0001671808,0.0000911922,0.00003410348,0.000001977269,0.000009110454,0.0002273733,0.000003788216,0.002857782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09698319,"threshold_uncertainty_score":0.1951087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06139501997674714,"score_gpt":0.2588538980599273,"score_spread":0.1974588780831801,"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."}}