{"id":"W4283742391","doi":"10.1016/j.jcomc.2022.100290","title":"Intimate contact development for automated fiber placement of thermoplastic composites","year":2022,"lang":"en","type":"article","venue":"Composites Part C Open Access","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Compaction; Thermoplastic composites; Peek; Thermoplastic; Pressing; Contact angle; Contact area; Mechanical engineering; Polymer; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003633238,0.0002491779,0.0002400949,0.0005419251,0.0002315795,0.0002817083,0.0003197976,0.0002603994,0.0005483222],"category_scores_gemma":[0.000734041,0.0001930154,0.0001882982,0.000441181,0.000354439,0.0004468856,0.0003155301,0.0003086934,0.00009416987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281027,"about_ca_system_score_gemma":0.0001602713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006866045,"about_ca_topic_score_gemma":0.001725527,"domain_scores_codex":[0.9993587,0.00006193712,0.0000227253,0.00008339313,0.0004217202,0.00005152593],"domain_scores_gemma":[0.9992919,0.0002027855,0.0002463558,0.000107658,0.0001246617,0.00002668845],"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":[0.00005306614,0.00004129123,0.0008625018,0.00007977864,0.000005445686,0.00006899711,0.0001204385,0.002819535,0.9791199,0.0005710449,0.00003912258,0.01621871],"study_design_scores_gemma":[0.000004295657,0.0002494693,0.005848895,0.000005431204,0.000007711158,0.0001038888,0.00004875248,0.02790966,0.9647867,0.0001343539,0.0008867842,0.00001411716],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968303,0.000693208,0.02976947,0.00001236827,0.00001377279,0.00002181999,0.00002870005,0.0001334824,0.001024179],"genre_scores_gemma":[0.993037,0.0001757012,0.006482553,0.000003060271,0.000002395562,0.000008754035,0.00001839314,0.000007768822,0.0002643359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006866045,"threshold_uncertainty_score":0.003106058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04181545680068958,"score_gpt":0.3363636547576364,"score_spread":0.2945481979569468,"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."}}