{"id":"W3169359809","doi":"10.1002/essoar.10500087.1","title":"Eleven Ways to Measure the Immeasurable and Count the Incalculable","year":2018,"lang":"en","type":"article","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ocean Networks Canada Society","funders":"","keywords":"Computer science; Agency (philosophy); Set (abstract data type); Toolbox; Measure (data warehouse); Metric (unit); Data science; Best practice; Operations research; Business; Political science; Engineering; Sociology; Law; Marketing; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1233691,0.003619047,0.001498768,0.0293172,0.004615759,0.01801133,0.004627629,0.002709701,0.004393427],"category_scores_gemma":[0.2915779,0.001312682,0.001951845,0.0428366,0.01104873,0.02693753,0.01283534,0.006718895,0.002342665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178886,"about_ca_system_score_gemma":0.01670423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166224,"about_ca_topic_score_gemma":0.02393749,"domain_scores_codex":[0.8884397,0.03388491,0.01577465,0.005983502,0.05264268,0.003274508],"domain_scores_gemma":[0.6419468,0.1148765,0.05892391,0.0269409,0.1473243,0.009987626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000314305,0.000282056,0.1429236,0.00471179,0.0008132323,0.0001698732,0.01340867,0.003894863,0.002857959,0.1438473,0.0798571,0.6069193],"study_design_scores_gemma":[0.00008854432,0.001067348,0.1499727,0.00874004,0.0006726981,0.0005398963,0.03818784,0.01281105,0.01502488,0.2028783,0.56881,0.001206704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1694383,0.04428507,0.4777949,0.1232859,0.007158346,0.00338031,0.02167182,0.004790998,0.1481945],"genre_scores_gemma":[0.5102049,0.01545795,0.4338304,0.006321783,0.001415125,0.004635222,0.008758255,0.002005573,0.01737078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1233691,"threshold_uncertainty_score":0.6524457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587021237403784,"score_gpt":0.1956652834565019,"score_spread":0.179795071082464,"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."}}