{"id":"W7132369918","doi":"","title":"The Crazy Yang Bros (C): Innovating with a New Crowdsourcing Platform","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Crowdsourcing; Key (lock); The Internet; Work (physics); Automation","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.001516301,0.002219191,0.001278974,0.001232846,0.005874087,0.003163164,0.001961518,0.001370392,0.0006784435],"category_scores_gemma":[0.0009051388,0.001597113,0.0006500875,0.003268452,0.004355509,0.0009574698,0.0009640353,0.004173592,0.01976753],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004788078,"about_ca_system_score_gemma":0.01546788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126559,"about_ca_topic_score_gemma":0.0005772132,"domain_scores_codex":[0.9888996,0.0001532879,0.002476254,0.002683809,0.003691858,0.00209514],"domain_scores_gemma":[0.9934084,0.0006455684,0.002046345,0.00225501,0.0008436166,0.0008010426],"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":[0.002461191,0.000566644,0.001455609,0.002772782,0.00903014,0.007733901,0.003217379,0.007998007,0.02736591,0.3881718,0.5276988,0.02152782],"study_design_scores_gemma":[0.001570765,0.0002680739,0.0005261382,0.01327285,0.0008782673,0.006800494,0.0004606755,0.001017025,0.001801296,0.001275136,0.9699302,0.002199028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005984575,0.02691119,0.002155199,0.0001966738,0.01152658,0.002090018,0.0001552734,0.001052968,0.9499275],"genre_scores_gemma":[0.1165838,0.0001051088,0.002721119,0.0002500873,0.01460702,0.0002601255,0.0001230626,0.002444766,0.862905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4422314,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676107436542821,"score_gpt":0.2433088793686384,"score_spread":0.2265478050032102,"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."}}