{"id":"W4254902490","doi":"10.1002/lob.200716476","title":"BOOK REVIEW","year":2007,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Library science; Humanities; Media studies; Philosophy; Sociology; 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":[],"category_scores_codex":[0.0005826067,0.0007953831,0.001105201,0.003625134,0.0008865193,0.003768964,0.001684033,0.001568575,0.3220436],"category_scores_gemma":[0.003927011,0.0003809257,0.0006096384,0.004552244,0.0005011346,0.002967532,0.001508291,0.002186194,0.2964123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239992,"about_ca_system_score_gemma":0.002822759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003491306,"about_ca_topic_score_gemma":0.006504131,"domain_scores_codex":[0.9993349,0.00005571102,0.00004824215,0.0001050265,0.0003985622,0.00005746265],"domain_scores_gemma":[0.9980549,0.0004280159,0.0001102201,0.0001042708,0.001039863,0.0002628127],"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":[0.00001042753,0.00001206174,0.00003343818,0.0004387383,0.000003808074,0.00005379772,0.00003363247,0.00003139332,0.00008503359,0.001409291,0.8689269,0.1289615],"study_design_scores_gemma":[0.00000181068,0.000003455079,0.0000591905,0.0002645786,0.000002711018,0.0001503604,0.00001567632,0.000006651239,0.00001669575,0.000346292,0.9991301,0.000002448607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0005270089,0.4565221,0.002200627,0.02111407,0.03758588,0.0001590589,0.003460602,0.0008936474,0.4775369],"genre_scores_gemma":[0.002513395,0.2712526,0.002087511,0.01002411,0.00989591,0.00009973077,0.003526983,0.0004515119,0.7001483],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3220436,"threshold_uncertainty_score":0.9670225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004476154739562545,"score_gpt":0.1931979476783033,"score_spread":0.1887217929387407,"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."}}