{"id":"W7162118323","doi":"10.82308/46","title":"High resolution structural investigation of synthetic and natural 2:1 clay-mineral assemblages using advanced sample preparation and electron microscopy imaging techniques","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Saponite; High resolution; Chondrite; Texture (cosmology)","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":[0.0001630579,0.0002019948,0.0001382667,0.00018918,0.0001698094,0.0002943209,0.0001637794,0.0002686329,0.0007319385],"category_scores_gemma":[0.0001667472,0.0001489046,0.0001109657,0.0001285012,0.0002147235,0.000203594,0.0001839569,0.0002447368,0.0001289414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580837,"about_ca_system_score_gemma":0.0001116984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000703509,"about_ca_topic_score_gemma":0.002325948,"domain_scores_codex":[0.999931,0.0000069471,0.000004447213,0.00002050883,0.00002077244,0.00001638743],"domain_scores_gemma":[0.9998844,0.00003552781,0.00002014699,0.00001742121,0.00002635355,0.00001621344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001629393,0.000002711233,0.0001838132,0.00001470797,0.000001581669,0.00002594149,0.00001221405,0.00004887055,0.9992495,0.00001985202,0.000004676967,0.0004197637],"study_design_scores_gemma":[0.000007705428,0.00009996651,0.01853618,0.000005205318,0.00001069566,0.0003820362,0.00006419565,0.001472821,0.9774454,0.00003994747,0.0019296,0.000006243827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925094,0.0003395318,0.005957429,0.0000251407,0.000006250559,0.0000145719,0.0001901539,0.0000622361,0.0008952462],"genre_scores_gemma":[0.9828569,0.0003330849,0.01480828,0.0000263396,0.000004321098,0.00002317964,0.0003704335,0.00003919883,0.001538295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007319385,"threshold_uncertainty_score":0.002448618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107670733186709,"score_gpt":0.3334961284207216,"score_spread":0.3227290551020507,"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."}}