{"id":"W4312720962","doi":"10.1007/978-3-031-08230-6_1","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006570836,0.0007870661,0.0004368542,0.001254689,0.001128338,0.003041164,0.001307843,0.001376883,0.5476009],"category_scores_gemma":[0.002036127,0.0002485346,0.00045375,0.001129007,0.0004689602,0.002002525,0.002015749,0.001461506,0.4741396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040512,"about_ca_system_score_gemma":0.001664873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002679656,"about_ca_topic_score_gemma":0.004587068,"domain_scores_codex":[0.9994849,0.00005656041,0.00001804097,0.0001043499,0.0002799467,0.00005621067],"domain_scores_gemma":[0.9994013,0.00009349619,0.00002047133,0.00007955847,0.0002778575,0.0001273076],"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":[0.00002462763,0.00002769229,0.00008272548,0.0001426291,0.000002004326,0.00005774101,0.00009655148,0.00009472618,0.000422291,0.02142294,0.8069934,0.1706326],"study_design_scores_gemma":[0.000001318934,0.000004060201,0.00004945244,0.00003790171,6.09493e-7,0.00003057804,0.00002366772,0.00001210662,0.00005686482,0.001883144,0.9978986,0.000001706603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003616525,0.002667704,0.005343206,0.002611667,0.005877771,0.0001355852,0.002327576,0.001102621,0.9795721],"genre_scores_gemma":[0.0008694698,0.001221447,0.001789075,0.001064803,0.0004548047,0.0000663315,0.001398128,0.0002484959,0.9928873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4523991,"threshold_uncertainty_score":0.6452924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006526126989722233,"score_gpt":0.2079810024659653,"score_spread":0.2014548754762431,"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."}}