{"id":"W776124906","doi":"","title":"The Secret of Snail Patterns","year":2010,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Archaeological and Geological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Snail; Computer science; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001929017,0.0001082852,0.000214733,0.00002955563,0.0009935483,0.00001929888,0.0004064031,0.00006217695,0.00366286],"category_scores_gemma":[0.00006306206,0.00007329824,0.0001614573,0.00003528758,0.002476041,0.0001060156,0.0003374368,0.0001754255,0.00005945026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007031327,"about_ca_system_score_gemma":0.0000108943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205684,"about_ca_topic_score_gemma":0.02843451,"domain_scores_codex":[0.9992644,0.0000432809,0.0001260161,0.0001575015,0.0001846337,0.0002241191],"domain_scores_gemma":[0.99918,0.0002644622,0.00014109,0.0002002393,0.0001569056,0.00005735374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003319621,0.0000386128,0.0179863,0.00001603097,0.0000570282,0.000003806407,0.01017336,9.005927e-7,0.00000571222,0.9707795,0.0007007798,0.0002047376],"study_design_scores_gemma":[0.0001852082,0.0001148821,0.01523551,0.000004448631,0.00002377953,9.825405e-7,0.01668031,0.00001034139,7.831546e-7,0.9117184,0.05593156,0.00009385248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664776,0.0001143987,0.0002312476,0.001332237,0.0002884587,0.00008898552,0.00004919707,0.0000374046,0.03138052],"genre_scores_gemma":[0.9913539,0.00008143025,0.0000615926,0.00006056287,0.0001228407,3.123026e-7,0.000007097975,0.000003772142,0.008308528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05906119,"threshold_uncertainty_score":0.9972479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109298037844094,"score_gpt":0.1929165592234952,"score_spread":0.1718235788450543,"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."}}