{"id":"W2743386832","doi":"","title":"Mineral Identification. A Practical Guide for the Amateur Mineralogist.By Donald B. Peck. Mineralogical Record Inc., Tucson, Arizona, 2007. 263 + ix pages, 8½ × 11 inches, spiral-bound plasticized soft-cover, with CD. No ISBN number. US$35 plus shipping. Available from Mineralogical Record, P.O. Box 35565, Tucson, Arizona, or online at www.MineralogicalRecord.com.","year":2008,"lang":"en","type":"article","venue":"The Canadian Mineralogist","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peck (Imperial); Amateur; Cover (algebra); Identification (biology); Geology; Spiral (railway); Archaeology; Mineral; Engineering; Art; Art history; History; Materials science; Mathematics; Mechanical engineering; Biology; Metallurgy; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001015239,0.001870617,0.001198508,0.004859905,0.002194705,0.001753112,0.001627171,0.001137948,0.1866777],"category_scores_gemma":[0.00269323,0.001358114,0.0005459022,0.002897337,0.0009298184,0.002913541,0.001537407,0.001870067,0.2251405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009676439,"about_ca_system_score_gemma":0.002484763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009966636,"about_ca_topic_score_gemma":0.04277769,"domain_scores_codex":[0.9992893,0.00006855992,0.00005510478,0.00009515734,0.0004618564,0.00002992129],"domain_scores_gemma":[0.9987102,0.0002418466,0.00007484273,0.0001245202,0.0007157751,0.000132811],"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":[0.00001241652,0.00002124012,0.0001710538,0.0001715601,0.000001408628,0.00005601536,0.0001046972,0.00005076251,0.001115371,0.0006333301,0.8331236,0.1645386],"study_design_scores_gemma":[0.000002436761,0.00001260052,0.0005137891,0.00008894683,0.000001648655,0.0003774359,0.0001298771,0.00009101152,0.0002610526,0.00096999,0.9975435,0.000007595639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004234145,0.07192563,0.1400552,0.03035195,0.01476241,0.002139015,0.03096117,0.0266054,0.6789652],"genre_scores_gemma":[0.005843341,0.0244455,0.1484738,0.00394926,0.0009298882,0.0006149863,0.01041359,0.004069864,0.8012598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1866777,"threshold_uncertainty_score":0.6244991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281642807795281,"score_gpt":0.2521769003423758,"score_spread":0.209360472264423,"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."}}