{"id":"W2887149332","doi":"10.36487/acg_rep/1363_42_gidley","title":"A model for technology development in oil sands tailings","year":2013,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tailings; Oil sands; Process (computing); Resource (disambiguation); Technology development; New product development; Business; Risk analysis (engineering); Engineering; Computer science; Manufacturing engineering; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001024723,0.0001368279,0.000184331,0.0001944573,0.00002863728,0.00002422645,0.0001640917,0.0001407036,0.00004054804],"category_scores_gemma":[0.00001142058,0.0001470143,0.00002913476,0.00009848959,0.00001551035,0.00008970137,0.00005262937,0.0001145104,0.00007482816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008997757,"about_ca_system_score_gemma":0.00002085671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007123018,"about_ca_topic_score_gemma":0.0000348163,"domain_scores_codex":[0.9991972,0.000001833695,0.0002781622,0.0001654473,0.0000338409,0.0003235166],"domain_scores_gemma":[0.9997099,0.00001594018,0.00002694454,0.0001797309,0.00002376291,0.00004370619],"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":[0.00002628398,0.00008551442,0.004599162,0.0006633171,0.00009580258,0.000004172447,0.004378606,0.1766918,0.02049215,0.004368317,0.0118559,0.776739],"study_design_scores_gemma":[0.0002775775,0.00001636133,0.00003233439,0.00004678105,0.000002529426,0.000002970151,0.00007581278,0.9787917,0.005074025,0.001566988,0.01391086,0.0002020774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339303,0.0001255154,0.06129272,0.0002037585,0.00009520235,0.0001955883,0.00000331177,0.0005034264,0.003650198],"genre_scores_gemma":[0.8862079,0.00004449002,0.1121949,0.00004318981,0.00002346584,0.0005435542,0.000005616086,0.00003984213,0.0008970767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8020999,"threshold_uncertainty_score":0.5995068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683110862477571,"score_gpt":0.2011647976998731,"score_spread":0.1843336890750973,"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."}}