{"id":"W4250717118","doi":"10.1007/978-1-4939-7131-2_100874","title":"Phase Transition","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Transition (genetics); 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001011676,0.0001511278,0.0001530116,0.00005290097,0.00005864277,0.00004379339,0.000138706,0.0001322308,0.1298335],"category_scores_gemma":[0.000002513641,0.0001323112,0.00006261491,0.000009544315,0.0001101814,0.00006746899,0.00001431238,0.00005975864,0.01242568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002936465,"about_ca_system_score_gemma":0.00002841142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001642856,"about_ca_topic_score_gemma":0.000001735126,"domain_scores_codex":[0.9992267,0.000006626902,0.0002022139,0.0002643442,0.0001796764,0.0001204348],"domain_scores_gemma":[0.9994965,0.00001127424,0.00007990418,0.000265096,0.0000717064,0.00007547509],"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":[0.00009337353,0.0001613218,1.360663e-8,0.0000682096,0.00001773133,0.000008003667,0.001108507,3.948918e-7,0.2799794,0.6364473,0.07863832,0.003477487],"study_design_scores_gemma":[0.0008456628,0.0002763902,1.687576e-7,0.00004097012,0.00003539073,0.000007172637,0.00004143787,0.0000247871,0.02509085,0.0763774,0.8969066,0.0003531721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008665214,0.00004986598,0.002904803,0.0001519981,0.0002917462,0.0001483089,0.00006159394,0.00017401,0.9953511],"genre_scores_gemma":[0.02063449,0.00001969594,0.0004238745,0.0007779055,0.0005021635,0.000008802671,0.00007586671,0.00003446671,0.9775227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8182683,"threshold_uncertainty_score":0.9883432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03479950009681392,"score_gpt":0.273317721691049,"score_spread":0.238518221594235,"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."}}