{"id":"W4231502407","doi":"10.4095/288049","title":"Aquatic soft sediment sampling methods: freeze coring and grab/hand coring","year":2011,"lang":"en","type":"report","venue":"","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Coring; Sediment; Sampling (signal processing); Geology; Environmental science; Computer science; Engineering; Paleontology; Computer vision; Drilling","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007543623,0.0004804161,0.000608375,0.0002470535,0.0001610874,0.0001964514,0.0001987373,0.0003208252,0.0002234212],"category_scores_gemma":[0.0002873389,0.0004670597,0.00008634965,0.0002034935,0.00006497651,0.0001578544,0.0001021406,0.0004169693,0.00001429604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771346,"about_ca_system_score_gemma":0.0001479133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003712287,"about_ca_topic_score_gemma":0.00006681828,"domain_scores_codex":[0.9980281,0.00003087997,0.0006178686,0.0004555898,0.0004464915,0.0004210848],"domain_scores_gemma":[0.9989973,0.000245987,0.0001487865,0.0003031103,0.0001326832,0.0001721766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004610622,0.0002619007,0.006371084,0.04643335,0.004385983,0.0001043798,0.007535161,0.04637383,0.03525362,0.002460076,0.03435057,0.816424],"study_design_scores_gemma":[0.001079648,0.0001610707,0.0005227436,0.00486903,0.001145207,0.0003348014,0.0009839905,0.0398835,0.04637019,0.005658989,0.8951805,0.003810362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001092478,0.02365451,0.8869784,0.000007294444,0.002071837,0.0003947748,0.00001260084,0.001060267,0.08472777],"genre_scores_gemma":[0.3912241,0.04828756,0.5066068,0.0001760966,0.003262458,0.0007721962,0.0003486994,0.001476209,0.04784592],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8608299,"threshold_uncertainty_score":0.9997781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0935786503648355,"score_gpt":0.3224607175775969,"score_spread":0.2288820672127614,"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."}}