{"id":"W6966559354","doi":"10.4224/23003975","title":"Life needs a sun like ours","year":2018,"lang":"en","type":"article","venue":"NPARC","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00875145,0.0006029765,0.001425369,0.002133287,0.008842576,0.01059343,0.001919354,0.006683211,0.2922087],"category_scores_gemma":[0.08025131,0.0008011395,0.0009297738,0.00083659,0.003017648,0.004514719,0.006444633,0.006175114,0.1933986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002975918,"about_ca_system_score_gemma":0.01276784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812094,"about_ca_topic_score_gemma":0.01117529,"domain_scores_codex":[0.9838442,0.002961802,0.0007478226,0.001182378,0.008955,0.002308696],"domain_scores_gemma":[0.8410077,0.006777296,0.003458695,0.01165505,0.1048052,0.03229599],"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":[0.00003594807,0.00004073873,0.0006486528,0.0001800217,0.00001230365,0.0002020779,0.0001759194,0.00002111002,0.0004222207,0.002583155,0.967207,0.02847095],"study_design_scores_gemma":[0.00001598478,0.00002571492,0.001737418,0.0001761775,0.00001031111,0.0002611588,0.0004842952,0.00006472159,0.0003616336,0.001650231,0.9951875,0.00002478493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006422823,0.002751266,0.001415875,0.1800084,0.2223267,0.0006071063,0.001102644,0.001063058,0.5843022],"genre_scores_gemma":[0.02704744,0.001770416,0.001240719,0.0204593,0.03066956,0.0001896176,0.0009331143,0.000576939,0.9171129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2922087,"threshold_uncertainty_score":0.9775355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08222916827143809,"score_gpt":0.3742474088450155,"score_spread":0.2920182405735774,"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."}}