{"id":"W4404154772","doi":"10.3389/fmats.2024.1472269","title":"Editorial: Advanced in situ characterization of biological interfaces and materials","year":2024,"lang":"en","type":"editorial","venue":"Frontiers in Materials","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Arizona Biomedical Research Commission","keywords":"In situ; Characterization (materials science); Nanotechnology; Materials science; Chemistry","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":[0.001467105,0.0004512286,0.001271766,0.000566274,0.00002852714,0.0003116854,0.0003003827,0.001257419,0.0003030638],"category_scores_gemma":[0.0005869404,0.0004114864,0.00004439418,0.0002739323,0.0002309258,0.0003718631,0.0002634597,0.0002409067,0.00002343598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205506,"about_ca_system_score_gemma":0.0001331782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005929875,"about_ca_topic_score_gemma":0.00001697345,"domain_scores_codex":[0.9964187,0.0004346997,0.001408389,0.0008052558,0.0005381771,0.000394844],"domain_scores_gemma":[0.9988313,0.0001065598,0.0005565729,0.000279305,0.0001644139,0.00006186429],"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":[0.0003144664,0.00003313223,0.000004133481,0.0004933358,0.000005362566,0.00000521635,0.000178388,0.000001158506,0.6667883,0.00003363861,0.3320902,0.00005270869],"study_design_scores_gemma":[0.0006786466,0.0001159078,0.00005317216,0.001031524,0.00001914792,7.653957e-7,0.00008097396,0.000001939125,0.7968675,0.0008179045,0.1999541,0.0003784304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.4073303,0.0001569813,0.00007394029,0.00002041474,0.5905657,0.0003876251,0.001370918,0.00005531682,0.00003876891],"genre_scores_gemma":[0.1607047,0.002237567,0.0006625282,0.00001760064,0.832366,0.0001743823,0.003569847,0.00009717379,0.0001702423],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2466256,"threshold_uncertainty_score":0.9998337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007766084813602339,"score_gpt":0.2466984866770603,"score_spread":0.238932401863458,"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."}}