{"id":"W6931811890","doi":"10.5281/zenodo.7111546","title":"Who Are You? Cartel Detection Using Unlabeled Data","year":2022,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cartel; Cluster analysis; Bidding; Collusion; Rank (graph theory); Call for bids; Variable (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.003152824,0.0007579557,0.0009268845,0.002684701,0.0006762603,0.001659822,0.001798226,0.001508866,0.0009516475],"category_scores_gemma":[0.009405652,0.0003496612,0.0006577693,0.001351729,0.0005268328,0.001336228,0.0007569127,0.001403329,0.000659377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007442712,"about_ca_system_score_gemma":0.00106601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013389,"about_ca_topic_score_gemma":0.02362554,"domain_scores_codex":[0.9984042,0.0005374884,0.00007782017,0.0004354802,0.00033568,0.0002093207],"domain_scores_gemma":[0.9917219,0.004737464,0.001352991,0.0006055218,0.001242518,0.0003396166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00106367,0.001380309,0.3512431,0.0006352179,0.0003561841,0.001532409,0.001146384,0.1653251,0.01213794,0.01380291,0.02609199,0.4252847],"study_design_scores_gemma":[0.00002440775,0.00006195439,0.0175701,0.00006200765,0.00002926923,0.0001504683,0.0003859677,0.9657204,0.003885296,0.008003124,0.004069284,0.00003783567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6718448,0.001267966,0.309915,0.004628574,0.000253164,0.0004405689,0.003608791,0.00170459,0.006336528],"genre_scores_gemma":[0.8957174,0.0001716047,0.09817989,0.0003922946,0.00009914308,0.00009557265,0.002914154,0.00004245183,0.002387495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013389,"threshold_uncertainty_score":0.02662212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06546729509358941,"score_gpt":0.2754138597345182,"score_spread":0.2099465646409288,"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."}}