{"id":"W2566953151","doi":"10.1088/2058-7058/13/9/32","title":"Scientific life in the brave new world","year":2000,"lang":"en","type":"article","venue":"Physics World","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Astrobiology; Political science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003926041,0.0004781616,0.0006380618,0.001198046,0.005635794,0.01190062,0.0007657552,0.002711797,0.00936017],"category_scores_gemma":[0.008271211,0.0003635836,0.0003904747,0.001436972,0.01438777,0.01491166,0.004171048,0.008014246,0.003990263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004264971,"about_ca_system_score_gemma":0.004913983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002364643,"about_ca_topic_score_gemma":0.003748466,"domain_scores_codex":[0.9972553,0.00109233,0.00008457535,0.0002336459,0.001018582,0.0003156496],"domain_scores_gemma":[0.996511,0.00155327,0.0002322071,0.0003724724,0.0006124828,0.0007185354],"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":[0.00002419924,0.00001353987,0.0001192711,0.0001046811,0.00001123496,0.00005579731,0.003431405,0.0001043601,0.0001899796,0.7295988,0.2390142,0.02733242],"study_design_scores_gemma":[0.000004203609,0.000007008651,0.0001051053,0.0001276891,0.000002506688,0.00003773667,0.001007507,0.00005105805,0.00005516271,0.1343474,0.8642477,0.000006887376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00456692,0.150888,0.008895644,0.5223253,0.02540237,0.00004020235,0.0001535685,0.0002458453,0.2874821],"genre_scores_gemma":[0.2598464,0.2025574,0.01553912,0.2198403,0.0270736,0.0002783791,0.0004508648,0.0005213217,0.2738927],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9943642,"threshold_uncertainty_score":0.03131288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153498650195546,"score_gpt":0.4272607304789189,"score_spread":0.273762080283373,"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."}}