{"id":"W2063450501","doi":"10.1111/j.1526-100x.2012.00870.x","title":"Repeat Photography: Methods and Applications in the Natural Sciences","year":2012,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; White (mutation); Pace; Library science; Editorial board; Ecology; Computer science; Geography; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001063895,0.00005220476,0.00005020888,0.00002873541,0.0002401084,0.00001173913,0.0001160683,0.0000523067,0.00009522127],"category_scores_gemma":[0.00003130671,0.00003616426,0.00001391472,0.0002174908,0.0005539426,0.0002488249,0.00005377037,0.0001345787,0.00003889424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003772224,"about_ca_system_score_gemma":0.00000278075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005059686,"about_ca_topic_score_gemma":0.0001769847,"domain_scores_codex":[0.9992912,0.0002501015,0.0000941849,0.0001268376,0.00009203418,0.000145608],"domain_scores_gemma":[0.9996061,0.0002224748,0.00003720016,0.000106223,8.766823e-7,0.00002706738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003738864,0.0001047237,0.9682203,0.000002944169,0.000002237941,3.276882e-7,0.001767227,0.000188782,0.005093844,0.02142551,0.0002040833,0.002986287],"study_design_scores_gemma":[0.00006610413,0.0000401074,0.9742471,6.449026e-7,0.000004821992,0.000008976259,0.000438111,0.0001418083,0.0003709154,0.01040837,0.01420561,0.0000674172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822158,0.0003273836,0.0006852658,0.001793959,0.0001210094,0.0003231405,9.117298e-7,0.00001345306,0.01451912],"genre_scores_gemma":[0.9947125,0.00003853557,0.004242825,0.0008728157,0.0000421144,0.00006371654,0.000003514318,0.000002168528,0.0000217718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01449735,"threshold_uncertainty_score":0.2041025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0300811473490028,"score_gpt":0.3393513180826275,"score_spread":0.3092701707336247,"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."}}