{"id":"W7031866641","doi":"","title":"9780776640068.pdf","year":2023,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Crystallography and molecular interactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic map; Work (physics); Thematic analysis; Agency (philosophy); Theme (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001260645,0.0003983404,0.0003086234,0.0002127061,0.0002783824,0.0002476063,0.0006928654,0.0002969585,0.9497504],"category_scores_gemma":[0.00009273934,0.0003385428,0.0003640592,0.0003499615,0.0001576927,0.0001081639,0.0001712128,0.0005348604,0.9218508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009289311,"about_ca_system_score_gemma":0.00009742195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008191389,"about_ca_topic_score_gemma":0.00238132,"domain_scores_codex":[0.9983236,0.00003932331,0.0003353545,0.0005332115,0.0003988302,0.00036975],"domain_scores_gemma":[0.9983301,0.0001728751,0.0003366559,0.001009425,0.0000544682,0.00009652248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001275782,0.00006628483,0.00004908285,0.0000742122,0.0004925034,0.0000268177,0.00004722045,0.000005050964,0.001551954,0.0008540141,0.02088566,0.9759344],"study_design_scores_gemma":[0.0002517408,0.000008314954,0.00003856042,0.0001948175,0.0001682873,0.00002530298,0.0001104782,0.0000166728,0.0002531241,0.0003255166,0.9982212,0.0003859556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003300362,0.00000357238,0.0002225767,0.0005177474,0.0009702648,0.0002281423,1.046255e-7,0.0009779322,0.9970466],"genre_scores_gemma":[0.001896883,0.0002353867,0.0001261728,0.0002280313,0.0008447093,0.0002211298,0.000852691,0.001087028,0.994508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9773356,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172958360228579,"score_gpt":0.2581389952102526,"score_spread":0.2464094116079668,"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."}}