{"id":"W4400991489","doi":"10.69554/pznq6985","title":"So you are stuck in a silo? How the University of Calgary Prospect Research and Prospect Management team is helping to solve the challenges of silos one report at a time","year":2024,"lang":"en","type":"article","venue":"Journal of education advancement & marketing.","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Information silo; Silo; Prospect theory; Operations research; Engineering management; Engineering; Management science; Engineering ethics; Business; Operations management; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007553833,0.0005809045,0.0005863,0.001841245,0.03036589,0.02850213,0.001792242,0.006364053,0.01139271],"category_scores_gemma":[0.02134003,0.0006173672,0.0005346044,0.00208143,0.01560438,0.01460637,0.007053916,0.01236696,0.003709957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007610002,"about_ca_system_score_gemma":0.01024481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05994216,"about_ca_topic_score_gemma":0.1592188,"domain_scores_codex":[0.9932544,0.003252126,0.0001506481,0.0005700655,0.001392407,0.001380394],"domain_scores_gemma":[0.9898088,0.002351544,0.001205666,0.0004363206,0.002540427,0.003657232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001139744,0.0002142905,0.02055243,0.0002172345,0.0000899725,0.003838017,0.4198032,0.0004750561,0.001445143,0.03946147,0.3989413,0.1148479],"study_design_scores_gemma":[0.00001035593,0.00004514357,0.00361928,0.0003737039,0.00002535096,0.0006648002,0.7442662,0.0002050797,0.0003750111,0.01465213,0.2356769,0.00008606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1837822,0.008291611,0.007375837,0.6861969,0.007699815,0.00008435818,0.0001365004,0.0005119299,0.1059208],"genre_scores_gemma":[0.7651834,0.01017874,0.008287708,0.1149021,0.001177803,0.0000792584,0.000186858,0.0006663649,0.09933771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05994216,"threshold_uncertainty_score":0.1191865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051975348473939,"score_gpt":0.2795839885297234,"score_spread":0.2390642350449841,"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."}}