{"id":"W4232148760","doi":"10.1007/978-3-662-44185-5_100302","title":"Differentiation","year":2015,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Astrobiology","topic":"Complex Systems and Dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003739326,0.0006008195,0.0003980089,0.001165813,0.001057059,0.00285023,0.001030855,0.0005430608,0.1561813],"category_scores_gemma":[0.001635021,0.0002707431,0.0004578907,0.0008374869,0.001269185,0.002712652,0.002000858,0.002051795,0.08989176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009022626,"about_ca_system_score_gemma":0.0009238568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238289,"about_ca_topic_score_gemma":0.00141223,"domain_scores_codex":[0.9994497,0.00004200196,0.00002647217,0.0002052927,0.0002055242,0.00007104265],"domain_scores_gemma":[0.9994811,0.00005807458,0.00002342168,0.0001256124,0.000250506,0.00006126766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002946127,0.00001884827,0.0001754228,0.00008076096,0.000006554149,0.00008205452,0.0002108757,0.0002782808,0.002501676,0.8071047,0.07822098,0.1112903],"study_design_scores_gemma":[0.000008129459,0.00001424126,0.0002599856,0.00003683008,0.000006521672,0.0003013716,0.00009740407,0.0007428253,0.002629105,0.2815705,0.7143219,0.00001104747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003332134,0.0009964883,0.0608434,0.0009381769,0.00123568,0.00005113377,0.0007391609,0.0008789183,0.9309849],"genre_scores_gemma":[0.05327567,0.001161608,0.02028208,0.0007291927,0.0004740967,0.00006325304,0.001409938,0.001010975,0.9215931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1561813,"threshold_uncertainty_score":0.5224785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144105833078111,"score_gpt":0.2304048593832397,"score_spread":0.2159942760754286,"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."}}