{"id":"W4409326266","doi":"10.3390/polym17070981","title":"In Situ Punch–Shear Testing of Polymers","year":2025,"lang":"en","type":"article","venue":"Polymers","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"In situ; Materials science; Polymer; Shear (geology); Composite material; Polymer science; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007678462,0.0001162872,0.0001949391,0.0002079265,0.00001505637,0.000008411048,0.0001685557,0.0000664783,0.0001532445],"category_scores_gemma":[0.00005180822,0.0001275478,0.00004713758,0.0005283885,0.00003254972,0.00007500643,0.0000371389,0.0001338073,0.0000153281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004911324,"about_ca_system_score_gemma":0.00002228418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000133866,"about_ca_topic_score_gemma":0.00000992831,"domain_scores_codex":[0.9992447,0.00001596116,0.0002624023,0.0001246658,0.0001145146,0.0002376822],"domain_scores_gemma":[0.9995733,0.0001490742,0.00002094953,0.0001925702,0.00001215368,0.000051915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006440273,0.00002342386,0.002452091,0.00006089643,0.000015749,0.000006888561,0.0000626063,0.0004432967,0.9744068,0.001133489,0.0002161905,0.0211721],"study_design_scores_gemma":[0.0003363407,0.00002592348,0.005852239,0.000124235,0.00002455618,0.000001869526,0.00005576542,0.002090423,0.9904486,0.0001868163,0.0006820484,0.0001711779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150995,0.001924137,0.0009858881,0.0002667294,0.0005971166,0.0001478578,0.000004459843,0.0002249018,0.08074941],"genre_scores_gemma":[0.9980969,0.000006952419,0.00134721,0.00007686071,0.00001584583,0.000008310887,0.000001349441,0.00001694592,0.0004296015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08299743,"threshold_uncertainty_score":0.5201247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439808846955555,"score_gpt":0.246094258652975,"score_spread":0.2316961701834194,"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."}}