{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004274976,0.0004650919,0.000351176,0.0003947051,0.0003596231,0.00006184821,0.0006487019,0.0003176091,0.0004964832],"category_scores_gemma":[0.001993872,0.0003596157,0.0001415076,0.0004808834,0.0006499145,0.0000116382,0.0004762925,0.0003107458,0.0001850453],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680753,"about_ca_system_score_gemma":0.01179542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003599716,"about_ca_topic_score_gemma":0.8212862,"domain_scores_codex":[0.9978361,0.0002882463,0.0004453842,0.0006211632,0.0004461389,0.0003630051],"domain_scores_gemma":[0.9977524,0.001009939,0.0005553727,0.0005077876,0.00008697865,0.00008750584],"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":[0.0002934632,0.000123123,0.003936579,0.0000398087,0.0006698479,0.000004446334,0.0003205838,0.000002785158,0.01052181,0.007666348,0.9763681,0.00005310012],"study_design_scores_gemma":[0.0008284815,0.0001556,0.003349486,0.00003981838,0.00005511182,0.00001834819,0.0001728052,0.000003280717,0.0008305174,0.0001317749,0.9939966,0.0004181444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1063441,0.03115046,0.0003621621,0.01487534,0.0009254178,0.001316648,0.00281363,0.0002409766,0.8419713],"genre_scores_gemma":[0.08434077,0.002010416,0.0003892259,0.002108968,0.001049182,0.0002666616,0.0004788749,0.0002870982,0.9090688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8176865,"threshold_uncertainty_score":0.9998856,"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."}}