{"id":"W2029727749","doi":"10.1107/s010876730503179x","title":"Report of the Working Group on Crystal Phase Identifiers","year":2005,"lang":"en","type":"article","venue":"Acta Crystallographica Section A Foundations of Crystallography","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Brockhouse Institute for Materials Research","funders":"","keywords":"Chemical nomenclature; Identifier; Group (periodic table); Identification (biology); Sequence (biology); Phase (matter); Crystallography; Chemistry; Space (punctuation); Computer science; Organic chemistry","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":[0.03409453,0.002132941,0.001760069,0.007649134,0.003805752,0.007172008,0.005605766,0.0062336,0.04170148],"category_scores_gemma":[0.03613823,0.0009842681,0.001687741,0.00670865,0.00137824,0.00670858,0.006139799,0.005235245,0.03785317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003134361,"about_ca_system_score_gemma":0.03054857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01507182,"about_ca_topic_score_gemma":0.007314908,"domain_scores_codex":[0.9836194,0.002944534,0.001328698,0.001520914,0.00880666,0.001779775],"domain_scores_gemma":[0.9333693,0.008680187,0.003486515,0.01177503,0.03662536,0.006063635],"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":[0.0002787786,0.0003561193,0.002396997,0.0007648444,0.00003764258,0.0001522811,0.0003740582,0.0009523491,0.004003842,0.03430892,0.8395917,0.1167825],"study_design_scores_gemma":[0.00002478366,0.00008147473,0.001098789,0.0003043796,0.00002685435,0.00006942158,0.0001949925,0.0003196985,0.003907162,0.003017587,0.9909317,0.00002297342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02145379,0.02249994,0.1565207,0.08389973,0.05511557,0.00940003,0.1628358,0.006335254,0.4819392],"genre_scores_gemma":[0.03048969,0.02568069,0.1667484,0.0146883,0.008975296,0.00815056,0.3917282,0.004041049,0.3494978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04170148,"threshold_uncertainty_score":0.1803113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188689648599398,"score_gpt":0.2867973964484328,"score_spread":0.2649104999624388,"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."}}