{"id":"W3014547769","doi":"10.48550/arxiv.2003.13981","title":"The search for life and a new logic","year":2020,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Extraterrestrial life; sort; Humanity; Focus (optics); Search for extraterrestrial intelligence; Epistemology; Computer science; Philosophy; Astrobiology; Information retrieval; Biology; Physics","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":[0.006288671,0.0006016928,0.00102327,0.00232088,0.005959529,0.01131246,0.002230065,0.003939398,0.008003354],"category_scores_gemma":[0.008647865,0.0005527236,0.001377068,0.002109865,0.02735552,0.02789168,0.005168957,0.007671478,0.001354571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005732947,"about_ca_system_score_gemma":0.002932034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004609928,"about_ca_topic_score_gemma":0.00304555,"domain_scores_codex":[0.9962682,0.001894265,0.0001867543,0.0005931,0.0008285754,0.000229142],"domain_scores_gemma":[0.9939564,0.00427387,0.0002340747,0.0006124232,0.0006068824,0.0003163299],"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":[0.000003712414,0.000001954522,0.00001561341,0.000009635654,0.000001519346,0.00001156385,0.0001286004,0.00006746214,0.00002099687,0.9971506,0.001219716,0.00136866],"study_design_scores_gemma":[0.000003142141,0.000001177896,0.00001130411,0.000011735,0.000001351069,0.000011512,0.00006944097,0.000281793,0.00002625464,0.98992,0.009658944,0.000003240106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03375413,0.03910754,0.2750801,0.2245999,0.00271451,0.00005902779,0.0007024935,0.0006860669,0.4232962],"genre_scores_gemma":[0.7818645,0.01450083,0.1242241,0.02511596,0.003448282,0.0002355882,0.0006768218,0.000432148,0.04950173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01131246,"threshold_uncertainty_score":0.0415957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1981543815028267,"score_gpt":0.234837948250842,"score_spread":0.03668356674801534,"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."}}