{"id":"W2954343012","doi":"","title":"The Tiputini Project","year":2018,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","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":[],"consensus_categories":[],"category_scores_codex":[0.0048287,0.001358734,0.0009297543,0.002079378,0.001542815,0.004513125,0.002523848,0.001217856,0.1590519],"category_scores_gemma":[0.007088799,0.0003077305,0.0008767658,0.001290368,0.0009317469,0.002434891,0.006190361,0.002240442,0.1010154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424291,"about_ca_system_score_gemma":0.003009594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723711,"about_ca_topic_score_gemma":0.001544499,"domain_scores_codex":[0.9968942,0.0008818891,0.00007609153,0.0005488785,0.001046617,0.0005523365],"domain_scores_gemma":[0.9955326,0.0005505499,0.0001495774,0.001072483,0.00119452,0.001500253],"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":[0.000561861,0.0002289428,0.001119563,0.0002693629,0.00004148156,0.0001484778,0.0004491276,0.0007495679,0.004163883,0.1541084,0.5838636,0.2542959],"study_design_scores_gemma":[0.0001062437,0.00006072336,0.0006839504,0.0001152806,0.00001461933,0.000125697,0.0001539101,0.001779914,0.002324183,0.01691574,0.9777034,0.00001630715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01589636,0.005192858,0.1200453,0.01882698,0.009847714,0.0009759776,0.02831287,0.03132942,0.7695726],"genre_scores_gemma":[0.1571802,0.00355062,0.135643,0.00363956,0.003399174,0.001575595,0.08317843,0.02270622,0.5891272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1590519,"threshold_uncertainty_score":0.5320815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06805419875373232,"score_gpt":0.3482773619282851,"score_spread":0.2802231631745528,"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."}}