{"id":"W4236653088","doi":"10.1177/1934578x1501001002","title":"Preface","year":2015,"lang":"en","type":"article","venue":"Natural Product Communications","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"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":[],"category_scores_codex":[0.0006547762,0.0001298025,0.0001265468,0.00009514053,0.000224969,0.00005462527,0.001923603,0.00003483112,0.00002104646],"category_scores_gemma":[0.001480465,0.0001166946,0.00004382027,0.0006860148,0.0002628966,0.0004104315,0.0007465726,0.0005715987,0.008569893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797602,"about_ca_system_score_gemma":0.0001572459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007509319,"about_ca_topic_score_gemma":0.0001265211,"domain_scores_codex":[0.9987333,0.000280936,0.0002110798,0.0002409682,0.0002996119,0.0002340526],"domain_scores_gemma":[0.9945148,0.00007910754,0.00009834234,0.004589052,0.0005839289,0.0001347835],"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":[0.00008857602,0.0007449387,0.004117884,0.00001580009,0.0001240663,0.000001380852,0.00434718,0.0001420412,0.03818588,0.04971413,0.8799195,0.02259864],"study_design_scores_gemma":[0.0004926923,0.00002446839,0.004974149,0.00001364669,0.00003138919,0.00003185555,0.0002213013,0.00136431,0.003936105,0.003337435,0.9852766,0.0002960253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.251956,0.122447,0.00005126451,0.1270778,0.002302557,0.00336179,0.000155021,0.004646242,0.4880023],"genre_scores_gemma":[0.975723,0.00003889747,0.01801237,0.0001512244,0.0001016506,0.00004788213,0.0001463579,0.00004352557,0.005735096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.723767,"threshold_uncertainty_score":0.992202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1344114107169304,"score_gpt":0.3667002753787283,"score_spread":0.2322888646617979,"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."}}