{"id":"W7135159032","doi":"","title":"Collaboration Dynamics in Constructive Physicalization of Shared Personal Data","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Constructive; Dynamics (music); Context (archaeology); Field (mathematics); Key (lock)","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":[0.005354258,0.0001134107,0.000215999,0.0004348577,0.0001418856,0.0003513081,0.001238463,0.00006772872,0.000161777],"category_scores_gemma":[0.003382277,0.0001104919,0.00004986466,0.002133476,0.0001864252,0.001117407,0.0005245139,0.0001118284,0.00002279788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001233555,"about_ca_system_score_gemma":0.0002086312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002541456,"about_ca_topic_score_gemma":0.003826242,"domain_scores_codex":[0.9966751,0.001500422,0.0006315724,0.0003949505,0.0006553212,0.0001425998],"domain_scores_gemma":[0.9948315,0.00131007,0.0003870655,0.001090529,0.002337138,0.00004368264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003625635,0.0004380157,0.1072493,0.0000364063,0.00003221261,0.000001092875,0.0102947,0.00006863207,0.0008859793,0.7730891,0.006577981,0.1012903],"study_design_scores_gemma":[0.001083754,4.895422e-7,0.1022894,0.0003764894,0.00003043226,8.636185e-7,0.007536705,0.8665489,0.003330321,0.01125633,0.007320874,0.0002254475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6158809,0.0001265177,0.2765788,0.01292897,0.0002109241,0.0005487683,0.000494484,0.00007499285,0.0931556],"genre_scores_gemma":[0.9865149,0.00002349322,0.008337926,0.00008943974,0.000004155603,0.00001214174,0.0007765905,0.000005592435,0.004235758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8664803,"threshold_uncertainty_score":0.4505728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165379624626778,"score_gpt":0.3545365071227558,"score_spread":0.282882710876488,"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."}}