{"id":"W2162704663","doi":"10.1351/pac200779081403","title":"Life, data, and everything","year":2007,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Virtual Materials Group (Canada)","funders":"","keywords":"Chemistry; Grit; Creativity; Simple (philosophy); Process (computing); Property (philosophy); Science and engineering; Thermodynamics; Epistemology; Engineering ethics; Psychology; Computer science; Engineering","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":[0.002997628,0.0004911487,0.0005655624,0.002537764,0.002242206,0.008801881,0.0008281163,0.001705723,0.02225288],"category_scores_gemma":[0.009643571,0.0003086898,0.0002894927,0.003465822,0.01047817,0.01447009,0.003877403,0.003141013,0.006734555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758595,"about_ca_system_score_gemma":0.001510521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003082666,"about_ca_topic_score_gemma":0.001906386,"domain_scores_codex":[0.9976742,0.0009126678,0.0001599819,0.0003220875,0.0008006195,0.0001304462],"domain_scores_gemma":[0.9949191,0.002065678,0.0002522969,0.001262326,0.001111556,0.0003890884],"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":[0.0000211069,0.0000151025,0.0005238304,0.0001536656,0.00001325771,0.00009659515,0.0008871897,0.0002439797,0.0002210111,0.8462391,0.09492525,0.05665975],"study_design_scores_gemma":[0.000002709528,0.000007764997,0.0002127427,0.0002603182,0.00000503821,0.0001198532,0.0005982801,0.000147188,0.0001519877,0.2753481,0.7231307,0.00001538527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01088324,0.1009806,0.07276542,0.2728628,0.01737162,0.0001298945,0.004629685,0.0011599,0.5192169],"genre_scores_gemma":[0.4704529,0.1139984,0.05678202,0.07910263,0.01527301,0.0003968522,0.006358941,0.001151529,0.2564837],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02225288,"threshold_uncertainty_score":0.07444334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007196422775745986,"score_gpt":0.202367368221327,"score_spread":0.1951709454455811,"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."}}