{"id":"W1774595983","doi":"10.14288/workplace.v0i27.186022","title":"CFP: iPopU Topdown 100 Innorenovations","year":2014,"lang":"en","type":"article","venue":"Open Collections","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001085622,0.001130884,0.0009627925,0.001909205,0.002213269,0.00704805,0.001733329,0.00253276,0.8894804],"category_scores_gemma":[0.003688398,0.0005916725,0.0006182914,0.001527832,0.0007081409,0.002804393,0.00438791,0.002214801,0.7529929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001931492,"about_ca_system_score_gemma":0.0030116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008860725,"about_ca_topic_score_gemma":0.01100427,"domain_scores_codex":[0.9988997,0.00008632858,0.00003580096,0.000184537,0.0004989723,0.0002946009],"domain_scores_gemma":[0.9981821,0.0002034773,0.00007538575,0.0003924104,0.0006099177,0.0005366462],"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":[0.0001656605,0.00008746237,0.0002881977,0.0001485484,0.000004762383,0.00009081535,0.00004882702,0.0001228739,0.0003701386,0.008534193,0.9164643,0.07367426],"study_design_scores_gemma":[0.00002438862,0.00002773552,0.0006312004,0.00005820957,0.000002227935,0.00003967822,0.00004128255,0.0001247351,0.0003066495,0.001369791,0.997366,0.000008155892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008251445,0.0002602938,0.0004584468,0.000730836,0.001129237,0.00008857562,0.008297161,0.002278374,0.9859319],"genre_scores_gemma":[0.003578929,0.0001420346,0.0002785672,0.0001792139,0.0001082633,0.0000490754,0.004412286,0.001348538,0.9899032],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8894804,"threshold_uncertainty_score":0.1576428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817646434370124,"score_gpt":0.2426299801136819,"score_spread":0.2144535157699807,"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."}}