{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002561252,0.00006966685,0.00009139575,0.00009946262,0.00003579053,0.00004660711,0.0001218083,0.0000546239,0.0001245641],"category_scores_gemma":[0.00001072202,0.0000576021,0.00006244736,0.00004156185,0.00001584165,0.0004902254,0.00001800747,0.000255806,0.000005986402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002941665,"about_ca_system_score_gemma":0.00003496968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003857892,"about_ca_topic_score_gemma":3.631792e-7,"domain_scores_codex":[0.9994206,0.00002273369,0.0002078793,0.00004540522,0.0001967649,0.0001066044],"domain_scores_gemma":[0.9994448,0.00004729972,0.0001965447,0.00003877912,0.0001917769,0.00008084015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003204186,0.000682368,0.4327891,0.00000935269,0.001057772,0.00001304617,0.0009767209,0.001760148,0.002753699,0.4676716,0.02339821,0.06856761],"study_design_scores_gemma":[0.008398024,0.0008563299,0.2373207,0.0003652638,0.0005101217,0.0008549395,0.0023995,0.06728131,0.007325619,0.1379461,0.5349112,0.00183085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4889474,0.00119987,0.4959569,0.001890416,0.005412477,0.00009101437,0.00004684739,0.00001208138,0.00644297],"genre_scores_gemma":[0.9927385,0.00003636495,0.004886182,0.0001440807,0.002029641,5.460734e-7,0.00000939274,0.000006234005,0.0001491008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.511513,"threshold_uncertainty_score":0.2348945,"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."}}