{"id":"W2281400598","doi":"10.4033/iee.2015.8.15.e","title":"The problem with data","year":2015,"lang":"en","type":"article","venue":"Ideas in Ecology and Evolution","topic":"Big Data Technologies and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001892731,0.00003938642,0.00006548816,0.00004831683,0.0001773561,0.00004949336,0.0007195654,0.00006888691,0.00000284824],"category_scores_gemma":[0.0008366106,0.00002025271,0.000003587392,0.0003281237,0.0002922885,0.0002093665,0.0004062024,0.0001006692,0.00006106935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000027624,"about_ca_system_score_gemma":0.0000667908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007941903,"about_ca_topic_score_gemma":0.007179058,"domain_scores_codex":[0.9992632,0.00005319109,0.0001603813,0.0002437308,0.0001499898,0.0001294575],"domain_scores_gemma":[0.9988124,0.0003458627,0.00006424897,0.0006815244,0.00006754529,0.00002846227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004211899,0.0000345683,0.6179775,6.110583e-7,0.000004850131,0.000001902116,0.00004761226,0.00007145693,0.000005552541,0.2438254,0.07855757,0.05943089],"study_design_scores_gemma":[0.0001743764,0.00004786161,0.3919919,0.000001510648,0.000002304127,0.00001449996,0.0007452833,0.001998722,0.000001201455,0.4957812,0.1092058,0.00003529723],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484131,0.001213074,0.009087208,0.0346042,0.0001769501,0.0004258678,0.00005034205,0.00008656857,0.005942732],"genre_scores_gemma":[0.9974728,0.00004194519,0.002159445,0.00005266276,0.00001421443,0.00002681734,0.000008827656,0.000001512014,0.0002217241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2519559,"threshold_uncertainty_score":0.4006083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2394210858998121,"score_gpt":0.3807247772267451,"score_spread":0.1413036913269331,"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."}}