{"id":"W2461794122","doi":"10.1017/cbo9780511510847.016","title":"The Innovation and Advanced Technology Survey","year":2003,"lang":"en","type":"other","venue":"","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Statistics Canada","funders":"","keywords":"Knowledge management; Psychology; Business; Medical education; Data science; Computer science; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02405719,0.00007415056,0.0001148362,0.0002100105,0.0003104763,0.00001538373,0.0001379422,0.0004642991,0.0007774064],"category_scores_gemma":[0.02615573,0.00005089261,0.000007688185,0.0008721791,0.0006812087,0.00001395766,0.00001904243,0.0001457805,0.00003420924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001136103,"about_ca_system_score_gemma":0.0001237607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182798,"about_ca_topic_score_gemma":0.04816499,"domain_scores_codex":[0.9906346,0.008834036,0.0001044982,0.0001614058,0.00008750399,0.0001779428],"domain_scores_gemma":[0.9938763,0.005798541,0.00009466051,0.0001522215,0.00006392554,0.00001438819],"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":[0.0002728719,0.00001063504,0.01218936,0.000002617234,0.00004079337,0.000001605797,0.0001721803,1.793701e-8,0.00001966414,0.3171836,0.5994033,0.07070342],"study_design_scores_gemma":[0.00006784732,0.000008828904,0.006939705,0.000004054649,0.000001827376,3.762041e-7,0.0003266223,3.417837e-8,0.00001421153,0.002854481,0.9897121,0.00006995352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001317126,0.001557119,0.0005937693,0.001088311,0.000724309,0.0002043144,0.000006574034,0.0001574686,0.994351],"genre_scores_gemma":[0.0003675385,0.001100085,0.001953704,0.0001571877,0.00003726334,0.00001275571,0.000005022793,0.00004368647,0.9963228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3903088,"threshold_uncertainty_score":0.9820474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1763742496093305,"score_gpt":0.4554427203061824,"score_spread":0.2790684706968519,"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."}}