{"id":"W7129307307","doi":"10.1109/punecon67554.2025.11378276","title":"CollabSpace: Collaborative and Productive Solution for Corporates","year":2025,"lang":"","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Task (project management); Visibility; Productivity; Quality (philosophy); Control (management); Core (optical fiber); Core competency","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":[0.0006782454,0.0002484239,0.0002792607,0.0001895928,0.0003547867,0.0005359448,0.0003165279,0.000151053,0.000008945182],"category_scores_gemma":[0.0008254694,0.0002427166,0.00003773747,0.001497213,0.0001405971,0.0009202525,0.0002833481,0.0001449312,0.000002719864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008529091,"about_ca_system_score_gemma":0.0005062428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003642889,"about_ca_topic_score_gemma":0.00001721789,"domain_scores_codex":[0.9985237,0.00008063178,0.000267154,0.0006898544,0.0001295255,0.0003091248],"domain_scores_gemma":[0.9976431,0.0007980924,0.0001898271,0.0004101632,0.0008881275,0.00007074469],"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":[0.0003806748,0.0002623352,0.0008295485,0.0006985074,0.0004238287,0.000005564141,0.003844563,0.0002958408,0.001779073,0.4111185,0.3236575,0.2567041],"study_design_scores_gemma":[0.001165253,0.001294408,0.001254204,0.0003254467,0.0001681813,0.00001174746,0.0003960953,0.5253814,0.03578617,0.02987134,0.4035431,0.0008026034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005989851,0.005008022,0.9759726,0.01352572,0.001272496,0.001732029,0.00002562846,0.0004027691,0.001461768],"genre_scores_gemma":[0.1657327,0.001149609,0.8224247,0.0003668443,0.0001258279,0.0003532729,0.00000502403,0.00001610917,0.009825934],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5250856,"threshold_uncertainty_score":0.9897695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414263831020354,"score_gpt":0.2896962487591294,"score_spread":0.2755536104489259,"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."}}