{"id":"W3083858412","doi":"10.3390/quat3030027","title":"The LAST Coring Platform You Will Ever Need: Light, Affordable, Stable, and Transportable","year":2020,"lang":"en","type":"article","venue":"Quaternary","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Coring; Computer science; Geology; Engineering; Mechanical engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002718492,0.000130815,0.0001661331,0.00002757255,0.0004737118,0.00005558107,0.0002661488,0.00009501488,0.0009533979],"category_scores_gemma":[0.00002339977,0.00008440331,0.00003362795,0.0001317703,0.0001581994,0.0003460938,0.0000185828,0.0002888325,0.000377821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":6.298978e-7,"about_ca_system_score_gemma":0.00003557503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004190617,"about_ca_topic_score_gemma":0.002134913,"domain_scores_codex":[0.9988729,0.00004604219,0.0001819533,0.0002425459,0.0001717812,0.0004847658],"domain_scores_gemma":[0.9993719,0.000228081,0.00004206033,0.000138713,0.00001984881,0.0001993412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001482974,0.000004107825,0.9971409,0.00002573449,0.00002633623,0.0001021148,0.0004075712,0.0001419554,0.00001206554,0.0001280764,0.0006356158,0.001227247],"study_design_scores_gemma":[0.0007022962,0.0003959427,0.8825631,0.00002233683,0.0000268921,0.000147278,0.0009400364,0.0120278,0.0002845753,0.001261287,0.1013353,0.0002931067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799955,0.002219598,0.0000301876,0.004659669,0.0002181939,0.0001396337,0.00002169774,0.00004826676,0.01266724],"genre_scores_gemma":[0.9972963,0.0007128385,0.00008097667,0.000437478,0.00009337437,0.000002021672,0.00003909443,0.000004102493,0.001333783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1145777,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232311467105162,"score_gpt":0.2190085257691618,"score_spread":0.1957773790586456,"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."}}