{"id":"W7046786241","doi":"","title":"Don’t touch the pretty ones: Destructive sampling protocols in the Canadian Museum of Nature’s Mineral Collection","year":2019,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sampling (signal processing); Data collection; Mineral; Sample (material)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0184132,0.0008098721,0.0007801073,0.007955497,0.02266941,0.004860129,0.005272038,0.002264885,0.03978084],"category_scores_gemma":[0.01899808,0.001254094,0.0006451929,0.01229452,0.007612127,0.001925446,0.006288829,0.00283363,0.02118316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03629967,"about_ca_system_score_gemma":0.1128161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9213471,"about_ca_topic_score_gemma":0.9855657,"domain_scores_codex":[0.9807005,0.001751556,0.0008014169,0.001935934,0.01291516,0.001895423],"domain_scores_gemma":[0.9783146,0.00117474,0.0006266098,0.005486585,0.01273938,0.001658125],"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":[0.0005827773,0.0001706051,0.01677392,0.0006528595,0.00007322674,0.0005873811,0.01398471,0.0009302435,0.02614107,0.04942673,0.668402,0.2222745],"study_design_scores_gemma":[0.00003378113,0.00002329488,0.02215256,0.00022357,0.00002418476,0.0001986863,0.001956285,0.0002402931,0.006126565,0.002475302,0.96645,0.00009550263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.06422311,0.004678021,0.1848975,0.01814744,0.003576069,0.02008666,0.1651976,0.007741632,0.5314519],"genre_scores_gemma":[0.1096698,0.003428938,0.39105,0.0060131,0.0003345481,0.01333749,0.06607372,0.008599481,0.401493],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07865292,"threshold_uncertainty_score":0.2633738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618509004082648,"score_gpt":0.291865328124176,"score_spread":0.2756802380833496,"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."}}