{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004570066,0.001097917,0.0004730584,0.001568287,0.002496643,0.004823947,0.002715878,0.001980627,0.01037821],"category_scores_gemma":[0.007977633,0.0007017907,0.0007739526,0.001366099,0.001641084,0.006576076,0.01206831,0.002094556,0.004723081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107189,"about_ca_system_score_gemma":0.004716979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306012,"about_ca_topic_score_gemma":0.001969575,"domain_scores_codex":[0.9945986,0.001907242,0.0002119893,0.0006762949,0.002066505,0.0005394061],"domain_scores_gemma":[0.9946904,0.0009388917,0.0004161486,0.001961414,0.000913207,0.00107991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000374158,0.0007522181,0.003185738,0.0005853539,0.00007709606,0.001101198,0.007676829,0.006333832,0.01853946,0.1784886,0.06334657,0.7195389],"study_design_scores_gemma":[0.0002785398,0.0009621576,0.002713219,0.0005461252,0.00009854128,0.002057224,0.007322617,0.06988825,0.01500176,0.1630942,0.737879,0.0001584162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02981456,0.0004969468,0.9148045,0.002704569,0.0003528616,0.0006141629,0.0001808014,0.01416129,0.03687034],"genre_scores_gemma":[0.1471081,0.0004742733,0.8165194,0.0006400397,0.0001242748,0.0007429124,0.000681307,0.001912785,0.03179686],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01037821,"threshold_uncertainty_score":0.03471857,"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."}}