{"id":"W2516793494","doi":"10.1098/rsif.2016.0210","title":"Putting life on ice: bacteria that bind to frozen water","year":2016,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Lady Davis Fellowship Trust, Hebrew University of Jerusalem; European Research Council; Canadian Institutes of Health Research; Israel Science Foundation","keywords":"Bacterial adhesin; Bacteria; Chemistry; Ice nucleus; Ice crystals; Biophysics; Cell biology; Biology; Microbiology; Biochemistry; Escherichia coli; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0002885711,0.0001354921,0.0001581874,0.00001013526,0.0001627939,0.00007536395,0.0004965535,0.00006722607,0.006015912],"category_scores_gemma":[0.00004510461,0.00005762688,0.0003448576,0.00004741427,0.00006819166,0.000184254,0.0003748738,0.0002343582,0.001196241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061338,"about_ca_system_score_gemma":0.000009196094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005414823,"about_ca_topic_score_gemma":0.000008354549,"domain_scores_codex":[0.9990818,0.00005683743,0.0002724637,0.0001431221,0.0001812326,0.0002645834],"domain_scores_gemma":[0.9993856,0.00005340281,0.0001856712,0.0002043189,0.00001871667,0.0001522969],"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":[0.00005085175,0.00005179908,0.0005209441,0.000002238681,0.00005592722,7.104824e-7,0.001256695,0.001220053,0.8998792,5.565735e-7,0.09329648,0.003664527],"study_design_scores_gemma":[0.0005378351,0.0002513225,0.0283768,0.0002557991,0.00004054908,0.00002606763,0.0003111763,0.000090488,0.7585097,0.00004035893,0.2113723,0.000187591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783451,0.000008676855,0.003521802,0.01584524,0.00129544,0.00009038211,0.000009118986,0.000008718277,0.0008755197],"genre_scores_gemma":[0.9868157,0.000006761709,0.001095725,0.001575071,0.0002053507,0.000001226815,1.127103e-7,0.00001625895,0.0102838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1413695,"threshold_uncertainty_score":0.9995815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112374111500904,"score_gpt":0.2365226662348129,"score_spread":0.2252852550847225,"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."}}