{"id":"W1482877558","doi":"10.1002/sca.21032","title":"Quantifying Microwear on Experimental Mistassini Quartzite Scrapers: Preliminary Results of Exploratory Research Using <scp>LSCM</scp> and Scale‐Sensitive Fractal Analysis","year":2012,"lang":"en","type":"article","venue":"Scanning","topic":"Pleistocene-Era Hominins and Archaeology","field":"Social Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Scraper site; Surface finish; Scale (ratio); Computer science; Quartz; Materials science; Geology; Artificial intelligence; Geography; Composite material; Cartography","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":[0.003219852,0.0001834127,0.0003956799,0.0006459053,0.0012007,0.0000595373,0.0001882793,0.0001670124,0.00001016719],"category_scores_gemma":[0.000526434,0.0001903486,0.0001321649,0.001046018,0.001653316,0.0005027559,0.0001872223,0.0003546378,0.000007619462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730187,"about_ca_system_score_gemma":0.0001714295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007531932,"about_ca_topic_score_gemma":0.0008086422,"domain_scores_codex":[0.9966003,0.001036864,0.0003937241,0.0004476719,0.0006423374,0.0008790738],"domain_scores_gemma":[0.9979846,0.001053976,0.0002244466,0.0002424875,0.0001813433,0.0003131036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005258194,0.0003914135,0.2584032,0.00002970388,0.0003238071,0.00004679869,0.4856301,0.0001327067,0.2522202,0.0007692616,0.0005601931,0.0009667938],"study_design_scores_gemma":[0.001223857,0.0008454588,0.2237738,0.0003364487,0.0001883036,0.000008749365,0.6238174,0.001109486,0.1463845,0.0000386552,0.001982587,0.0002907411],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943789,0.001362199,0.00004955812,0.0001328861,0.0001721273,0.0001989822,0.00003166639,0.00003364278,0.003640095],"genre_scores_gemma":[0.997272,0.00004053074,0.002186149,0.00005707469,0.000284492,0.000009019778,0.00001391526,0.00002147511,0.0001153093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1381873,"threshold_uncertainty_score":0.9234938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289472614963083,"score_gpt":0.4024427683203924,"score_spread":0.2734955068240842,"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."}}