{"id":"W1588629150","doi":"10.1002/9781444305487.ch6","title":"Phase Identification and Quantitative Methods","year":2009,"lang":"en","type":"other","venue":"","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Identification (biology); Phase (matter); Computer science; Physics; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005325857,0.001170221,0.001807796,0.004189019,0.002208447,0.006208584,0.002456733,0.002618215,0.5585569],"category_scores_gemma":[0.03023752,0.0006063167,0.000912589,0.002394717,0.001199185,0.003410908,0.002794591,0.001787576,0.4639884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308622,"about_ca_system_score_gemma":0.003660052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198169,"about_ca_topic_score_gemma":0.003323767,"domain_scores_codex":[0.9943128,0.0009636082,0.0002686201,0.0005962861,0.003542265,0.0003164379],"domain_scores_gemma":[0.9702991,0.003370702,0.001046913,0.004621314,0.0187293,0.00193273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005335573,0.00003650682,0.0002417799,0.0003916104,0.00001498637,0.00005095674,0.00002904333,0.000277298,0.000787751,0.007425909,0.8554094,0.1352815],"study_design_scores_gemma":[0.00003919529,0.00003106303,0.00111408,0.0001331751,0.00001352058,0.0001196168,0.00006243237,0.002229769,0.002096225,0.01552405,0.9786043,0.00003251738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002804915,0.002378339,0.03595829,0.01546793,0.02785668,0.001041834,0.008552661,0.007857642,0.8980817],"genre_scores_gemma":[0.009694049,0.001026213,0.01402524,0.0008125192,0.003327325,0.0002365045,0.003890417,0.002563604,0.9644242],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5585569,"threshold_uncertainty_score":0.629665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776736241589422,"score_gpt":0.4077022953023078,"score_spread":0.3799349328864136,"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."}}