{"id":"W1984219716","doi":"10.1016/j.hcmf.2012.12.001","title":"Increasing Revenue through Idea Generation at University Health Network","year":2013,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Ideation; Revenue; New product development; Teamwork; Business; Due diligence; Product (mathematics); Health care; Process management; Engineering management; Marketing; Knowledge management; Computer science; Management; Engineering; Economics; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.0001457931,0.0001084895,0.0001154165,0.00004694764,0.0002052126,0.00001964419,0.00008874182,0.00005885769,0.00006144819],"category_scores_gemma":[0.000002576464,0.0001206446,0.00002917518,0.0002446692,0.00001309262,0.0001456924,0.00006011444,0.0001023516,0.0001474128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004681943,"about_ca_system_score_gemma":0.00001150062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527482,"about_ca_topic_score_gemma":0.0003548261,"domain_scores_codex":[0.9990965,0.0000421581,0.0001619266,0.0001559528,0.0001261459,0.0004173014],"domain_scores_gemma":[0.999639,0.00001120509,0.00002977107,0.0001741458,0.00001794851,0.0001279663],"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":[0.000003978843,0.00001923124,0.0014276,0.001296773,0.00004575471,0.000003959632,0.0002795962,0.00556655,0.00005256291,0.008466942,0.9240735,0.05876361],"study_design_scores_gemma":[0.000325068,0.00006789294,0.02213353,0.0002511909,0.00001256578,0.00001004675,0.000424278,0.03946972,0.00002247015,0.001492829,0.9354438,0.0003465615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5728632,0.01455755,0.1535144,0.2170295,0.01411757,0.004867155,0.0001046339,0.003725584,0.0192204],"genre_scores_gemma":[0.9850812,0.001516015,0.00913039,0.002041216,0.0004381427,0.00002084585,0.0001734117,0.00003320521,0.001565569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.412218,"threshold_uncertainty_score":0.4919744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141847102916077,"score_gpt":0.2150202616212452,"score_spread":0.2008355513296375,"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."}}