{"id":"W7036563228","doi":"","title":"The college advantage : private sector innovation & highly qualified personnel","year":2015,"lang":"en","type":"other","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Beetle Biology and Toxicology Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Industry Canada","keywords":"Private sector; Government (linguistics); Work (physics); Public sector; Key (lock)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00171987,0.001020693,0.0004735875,0.002860552,0.003999296,0.006339627,0.00181823,0.003353837,0.4672386],"category_scores_gemma":[0.004463472,0.0003804853,0.0003771912,0.003466208,0.001703183,0.002349744,0.002890822,0.002441625,0.1857549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376148,"about_ca_system_score_gemma":0.05433083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4289078,"about_ca_topic_score_gemma":0.6460121,"domain_scores_codex":[0.9983345,0.00007791142,0.00003420136,0.0001339684,0.0005911802,0.0008284422],"domain_scores_gemma":[0.9828152,0.0005354292,0.0004326775,0.0006058555,0.004039482,0.01157134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006028499,0.0001430371,0.002396776,0.00007446169,0.000002005186,0.00005814666,0.0000720625,0.00006669485,0.0001733041,0.007487328,0.8804697,0.1089962],"study_design_scores_gemma":[0.00005332966,0.00004653417,0.02173731,0.0001590263,0.000003750004,0.00006732993,0.0003913754,0.0003238566,0.0002810901,0.002226505,0.9746901,0.00001982504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004741932,0.001231164,0.0009165067,0.0152085,0.001478051,0.0005784292,0.0140994,0.001234726,0.9605111],"genre_scores_gemma":[0.01145819,0.0004203421,0.0005050722,0.001101349,0.0002115434,0.00009120521,0.002284767,0.0001796995,0.9837478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4672386,"threshold_uncertainty_score":0.8528226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533962955601683,"score_gpt":0.2484559098148743,"score_spread":0.2331162802588575,"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."}}