{"id":"W4405193757","doi":"10.3390/life14121624","title":"Groundwater-Driven Evolution of Prebiotic Alkaline Lake Environments","year":2024,"lang":"en","type":"article","venue":"Life","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Leverhulme Trust","keywords":"Prebiotic; Abiogenesis; Phosphate; Environmental chemistry; Chemistry; Environmental science; Geology; Earth science; Astrobiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0000562874,0.00008978262,0.0001148634,0.00004990859,0.00003677197,0.00002341221,0.00007892031,0.00002806923,0.001577809],"category_scores_gemma":[0.00000182132,0.00007953079,0.00008479593,0.00008673881,0.00004018361,0.0001254388,0.00003553578,0.00007625848,0.0003953502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002720734,"about_ca_system_score_gemma":0.00004001428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001091902,"about_ca_topic_score_gemma":0.000005703852,"domain_scores_codex":[0.9993545,0.0000184611,0.0001895865,0.0001577283,0.0001344159,0.0001452744],"domain_scores_gemma":[0.999723,0.00001566756,0.00003746398,0.0001443591,0.000006940713,0.00007252776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005427446,0.001209547,0.4306988,0.0003402212,0.0008922892,0.000007811373,0.0008936921,0.003111351,0.01838806,0.4903094,0.04588396,0.008210563],"study_design_scores_gemma":[0.0004850276,0.0001397437,0.03203663,0.0001243344,0.00008930214,9.155826e-7,0.000182243,0.01154258,0.001537808,0.004348571,0.9492357,0.0002771807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9081829,0.0004404332,0.07498416,0.0005885472,0.00124743,0.000243489,0.0003061143,0.00009196642,0.01391502],"genre_scores_gemma":[0.9951782,0.000003744183,0.0002633254,0.00001879297,0.0005788191,0.000005815742,0.00006194332,0.00001266282,0.003876723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9033517,"threshold_uncertainty_score":0.9993349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008522888794711258,"score_gpt":0.2279270482711585,"score_spread":0.2194041594764472,"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."}}