{"id":"W7062588724","doi":"","title":"Unconventional computation and natural computation: 13th international conference, UCNC 2014, London, ON, Canada, July 14-18, 2014, proceedings","year":2014,"lang":"en","type":"other","venue":"","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Computation; Natural computing; Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008600375,0.0003694867,0.0003522441,0.0001607803,0.0001123673,0.0001723214,0.0001317316,0.00009856768,0.002709653],"category_scores_gemma":[0.000003639415,0.0003433542,0.00007204459,0.00004909047,0.00009203747,0.00007765925,0.00006810263,0.0003011784,0.0001389356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008020612,"about_ca_system_score_gemma":0.0002739995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02897978,"about_ca_topic_score_gemma":0.01140936,"domain_scores_codex":[0.9984895,0.00001837283,0.0003132644,0.0004819406,0.0004568055,0.000240134],"domain_scores_gemma":[0.9989634,0.00004515578,0.0004005701,0.00007106007,0.0004015648,0.0001182609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001341628,0.0000324809,0.0007913623,0.0000182042,0.0001894101,0.000001389974,0.0000144522,0.0001005109,0.000004533897,0.04939129,0.9472183,0.002224645],"study_design_scores_gemma":[0.001779214,0.00008581817,0.002582107,0.0003458034,0.00008505494,0.00000745804,0.0001454436,0.06106814,0.00002358077,0.006574038,0.9263436,0.0009597004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003220115,0.000070905,0.047196,0.0006025751,0.001694541,0.0003545702,0.0002212181,0.00006243974,0.9494758],"genre_scores_gemma":[0.4258916,0.00001125945,0.006238612,0.0003596167,0.00181111,0.000008706358,0.001876024,0.000201423,0.5636016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4255696,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064016829017684,"score_gpt":0.2387538038047198,"score_spread":0.228113635514543,"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."}}