{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005371781,0.000108708,0.0001306942,0.00004777147,0.00003663735,0.00004430559,0.0000649023,0.00003167068,0.002406795],"category_scores_gemma":[6.414147e-7,0.00009993192,0.00003709747,0.00006874019,0.00003014195,0.00002265284,0.00001548862,0.00006669949,0.0001863681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002493859,"about_ca_system_score_gemma":0.000008782374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001223004,"about_ca_topic_score_gemma":0.000001991806,"domain_scores_codex":[0.9995698,0.00002317372,0.00009649549,0.0001953444,0.00004083666,0.00007430824],"domain_scores_gemma":[0.9996353,0.00001769212,0.0001093892,0.0001879119,0.00001330628,0.00003633283],"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":[5.381766e-7,0.0001287639,0.000001664132,0.000002545895,0.00002984186,2.021052e-8,0.00001950631,4.706284e-8,0.00122157,0.5452813,0.2258128,0.2275015],"study_design_scores_gemma":[0.00029333,0.00002618579,0.00002037578,0.0000125668,0.00003637324,5.092929e-8,0.00007207237,0.0001871864,0.00062872,0.05200429,0.9465631,0.0001557056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002213639,0.00007432934,0.2111797,0.00008812742,0.00002572988,0.0001524233,0.00005582834,0.00004910504,0.7883526],"genre_scores_gemma":[0.003189196,0.00001143649,0.06662364,0.00003483109,0.0002707556,0.00003179583,0.000174698,0.0001613046,0.9295024],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7207504,"threshold_uncertainty_score":0.9985051,"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."}}