{"id":"W7080423955","doi":"10.5281/zenodo.17080222","title":"kaitsull/FijiFISH: FijiFISH","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Work (physics); Frame (networking); Face (sociological concept); Set (abstract data type)","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":[],"consensus_categories":[],"category_scores_codex":[0.002011477,0.001768765,0.0008620035,0.00275798,0.001642068,0.003043804,0.002927866,0.001834365,0.2138285],"category_scores_gemma":[0.00331965,0.001142692,0.0008431881,0.002111617,0.0009757032,0.005109052,0.004136059,0.002177648,0.2908438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593936,"about_ca_system_score_gemma":0.002224752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236841,"about_ca_topic_score_gemma":0.01236769,"domain_scores_codex":[0.9988141,0.00006273385,0.0001149062,0.0003002098,0.000516117,0.0001918764],"domain_scores_gemma":[0.9976383,0.0001973021,0.0001299739,0.000942553,0.0007819853,0.0003098721],"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":[0.0004780299,0.00006011456,0.001014904,0.0006565073,0.00004041493,0.00008550311,0.0001683166,0.000374947,0.01366901,0.01026871,0.8731967,0.0999868],"study_design_scores_gemma":[0.00002525457,0.00003304388,0.001183285,0.00006120456,0.0000165627,0.00009841267,0.00003488206,0.0002763811,0.00714092,0.00208525,0.9890158,0.00002909645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.00939509,0.002250916,0.07720193,0.003310697,0.003476038,0.0007444556,0.4457175,0.1249457,0.3329576],"genre_scores_gemma":[0.01872073,0.001345482,0.03319629,0.0009238726,0.000232169,0.00110621,0.6136407,0.02815599,0.3026786],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2138285,"threshold_uncertainty_score":0.7153276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222386454385046,"score_gpt":0.221794958448635,"score_spread":0.1995563130101304,"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."}}