{"id":"W4244421244","doi":"10.2495/dne-v7-n1-68-73","title":"Lucubration","year":2012,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00118982,0.0009670919,0.000809823,0.00190271,0.001864216,0.005761757,0.001488587,0.001940929,0.4962176],"category_scores_gemma":[0.004128228,0.000233927,0.0007408342,0.001630978,0.001247744,0.002770587,0.003313545,0.002240385,0.3992795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002487371,"about_ca_system_score_gemma":0.001685832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187626,"about_ca_topic_score_gemma":0.001807118,"domain_scores_codex":[0.9985356,0.000165238,0.000085737,0.0003648278,0.0006436643,0.0002049647],"domain_scores_gemma":[0.9985241,0.0001352297,0.00007676705,0.0003623469,0.000546924,0.0003546177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002736028,0.00009568799,0.0008500725,0.0004397624,0.00002208677,0.0005924084,0.0003776349,0.0002789715,0.002098097,0.0891102,0.589524,0.3163374],"study_design_scores_gemma":[0.000004879038,0.0000186156,0.0002979525,0.00005165221,0.000002442604,0.0001291849,0.00003221369,0.00005395339,0.0002389875,0.002774627,0.9963918,0.000003678535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002860511,0.01003794,0.002501171,0.01015388,0.03027231,0.0001229004,0.00227592,0.001023447,0.9407519],"genre_scores_gemma":[0.01327736,0.00309181,0.0006837489,0.001824431,0.00488906,0.00005721769,0.0011506,0.000347048,0.9746788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4962176,"threshold_uncertainty_score":0.7185845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009329019769194665,"score_gpt":0.2630985600565398,"score_spread":0.2537695402873452,"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."}}